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<!DOCTYPE html>
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<h2 class="text-3xl md:text-4xl font-bold text-white mb-4">Publications <span class="text-lg font-normal text-slate-500">(30+)</span></h2>
<p class="text-slate-400 text-sm">Complete publication list</p>
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<div class="space-y-4" id="publications-list">
<!-- EpochX -->
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<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2603.27304" target="_blank">EpochX: Building the Infrastructure for an Emergent Agent Civilization</a>
</h4>
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<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Agent Infrastructure</span>
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<i class="fas fa-file-alt"></i> Paper
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<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/EpochX" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
<a href="https://epochx.cc/" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-globe"></i> Product
</a>
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<!-- Idea2Paper -->
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<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://www.researchgate.net/profile/Biao-Wu-19/publication/400280248_Idea2Paper_What_Should_an_End-to-End_Research_Agent_Really_Do/links/697dbc01ca66ef6ab98eea54/Idea2Paper-What-Should-an-End-to-End-Research-Agent-Really-Do.pdf" target="_blank">Idea2Paper: What Should an End-to-End Research Agent Really Do?</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Research Agent</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">End-to-End</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Scientific Writing</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://www.researchgate.net/profile/Biao-Wu-19/publication/400280248_Idea2Paper_What_Should_an_End-to-End_Research_Agent_Really_Do/links/697dbc01ca66ef6ab98eea54/Idea2Paper-What-Should-an-End-to-End-Research-Agent-Really-Do.pdf" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://github.com/AgentAlphaAGI/Idea2Paper" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
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<i class="fas fa-globe"></i> Product
</a>
</div>
</div>
</div>
<!-- Idea2Story -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="deepresearch" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/pdf/2601.20833" target="_blank">Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Research Automation</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Knowledge Graph</span>
<span class="px-2 py-0.5 bg-orange-500/10 text-orange-400 text-xs rounded">Scientific Narrative</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/pdf/2601.20833" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://github.com/AgentAlphaAGI/Idea2Paper" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
<a href="https://paperbuild.cn/" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-globe"></i> Product
</a>
</div>
</div>
</div>
<!-- Story2Proposal -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="deepresearch" data-aos="fade-up">
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<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2603.27065" target="_blank">Story2Proposal: A Scaffold for Structured Scientific Paper Writing</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Multi-Agent Framework</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Scientific Writing</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Visual Contract</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2603.27065" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://github.com/AgentAlphaAGI/Idea2Paper" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
<a href="https://paperbuild.cn/" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-globe"></i> Product
</a>
</div>
</div>
</div>
<!-- ChildBench -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="reasoning" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">AAAI 2026 Oral</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/40479" target="_blank">Easy for Children, Hard for AI: The Limits of Multimodal LLMs in Early Childhood Learning</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Multimodal LLM</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Benchmark</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Oral</span>
</div>
</div>
<div class="flex-shrink-0">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/40479" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
</div>
</div>
</div>
<!-- PsyPARSE -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="reasoning" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">AAAI 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/37089" target="_blank">PsyPARSE: Retrieval-Augmented Slow Thinking for Personalized Empathetic Counseling</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Empathetic Counseling</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">RAG</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Slow Thinking</span>
</div>
</div>
<div class="flex-shrink-0">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/37089" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
</div>
</div>
</div>
<!-- 2026 Papers -->
<!-- chain of mindset -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2602.10063" target="_blank">Chain of Mindset: Reasoning with Adaptive Cognitive Modes</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">LLM Reasoning</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Adaptive Cognitive Modes</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Chain of Mindset</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2602.10063" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2602.10063" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/chain-of-mindset" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- QuantaAlpha -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="codeagent,self-evolving" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2602.07085" target="_blank">QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">AI4Investment</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">self-evolving</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Alpha Mining</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2602.07085" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2602.07085" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/QuantaAlpha" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- Spider-Sense -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="safety" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2602.05386" target="_blank">Spider-Sense: Intrinsic Risk Sensing for Efficient Agent Defense with Hierarchical Adaptive Screening</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">Agent Safety</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Intrinsic Risk Sensing</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Hierarchical Defense</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/pdf/2602.05386" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2602.05386" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/aifinlab/Spider-Sense" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- Controlled Self-Evolution -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="codeagent,self-evolving" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.07348" target="_blank">Controlled Self-Evolution for Algorithmic Code Optimization</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Self-Evolution</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">CodeAgent</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Genetic Algorithm</span>
<span class="px-2 py-0.5 bg-yellow-500/10 text-yellow-400 text-xs rounded">EffiBench</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.07348" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.07348" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/EvoControl" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- MemGovern -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="codeagent,memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.06789" target="_blank">MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">CodeAgent</span>
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Memory</span>
<span class="px-2 py-0.5 bg-orange-500/10 text-orange-400 text-xs rounded">Bug Fixing</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">SWE-bench</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.06789" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.06789" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/MemGovern" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- VideoDR -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="deepresearch" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.06943" target="_blank">Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">Video Reasoning</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">DeepResearch</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Web Retrieval</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">VideoDR</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.06943" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.06943" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/VideoDR-Benchmark" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- KnowMe-Bench -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.04745" target="_blank">KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Agent Memory</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Person Understanding</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Digital Companion</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.04745" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.04745" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/KnowMeBench" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- EvoFSM -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="self-evolving,deepresearch" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.09465" target="_blank">EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Self-Evolution</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">DeepResearch</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Finite State Machine</span>
<span class="px-2 py-0.5 bg-yellow-500/10 text-yellow-400 text-xs rounded">Multi-hop QA</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.09465" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-external-link-alt"></i> arXiv
</a>
<a href="https://huggingface.co/papers/2601.09465" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
</div>
</div>
</div>
<!-- FinVault -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="safety" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.07853" target="_blank">FinVault: Benchmarking Financial Agent Safety in Execution-Grounded Environments</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">Agent Safety</span>
<span class="px-2 py-0.5 bg-orange-500/10 text-orange-400 text-xs rounded">Financial Security</span>
<span class="px-2 py-0.5 bg-yellow-500/10 text-yellow-400 text-xs rounded">Regulatory Compliance</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.07853" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-external-link-alt"></i> arXiv
</a>
<a href="https://huggingface.co/papers/2601.07853" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/aifinlab/FinVault" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- Does Memory Need Graphs? -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.01280" target="_blank">Does Memory Need Graphs? A Unified Framework and Empirical Analysis for Long-Term Dialog Memory</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Agent Memory</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Graph Structure</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Dialog Memory</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.01280" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.01280" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/AvatarMemory/UnifiedMem" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- CloneMem -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.07023" target="_blank">CloneMem: Benchmarking Long-Term Memory for AI Clones</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Agent Memory</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">AI Clone</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Temporal Reasoning</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.07023" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.07023" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/AvatarMemory/CloneMemBench" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- RealMem -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.06966" target="_blank">RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Agent Memory</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Cross-session Dialog</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Real-world Interaction</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.06966" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2601.06966" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/AvatarMemory/RealMemBench" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- DR-LoRA -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="training" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2601.04823" target="_blank">DR-LoRA: Dynamic Rank LoRA for Mixture-of-Experts Adaptation</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-orange-500/10 text-orange-400 text-xs rounded">LoRA</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">MoE</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Dynamic Rank</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">PEFT</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2601.04823" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-external-link-alt"></i> arXiv
</a>
<a href="https://huggingface.co/papers/2601.04823" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
</div>
</div>
</div>
<!-- MirrorQA -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="reasoning" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Multimodal LLM</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Mirror Reasoning</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Benchmark</span>
</div>
</div>
</div>
</div>
<!-- Tiny Scales -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="reasoning" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Multimodal LLM</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Scale Recognition</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Benchmark</span>
</div>
</div>
</div>
</div>
<!-- SafetyMem -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="safety,memory" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
SafetyMem: Adaptive Jailbreak Defense via Dual-Component Safety Memory
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-red-500/10 text-red-400 text-xs rounded">Jailbreak Defense</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Safety Memory</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">LLM Safety</span>
</div>
</div>
</div>
</div>
<!-- Uni-NTFM -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ICLR 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2509.24222" target="_blank">Uni-NTFM: A Unified Foundation Model for EEG Signal Representation Learning</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Foundation Model</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">EEG Signal</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Poster</span>
</div>
</div>
<div class="flex-shrink-0">
<a href="https://arxiv.org/abs/2509.24222" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
</div>
</div>
</div>
<!-- LiveCANNBench -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="codeagent" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">ACL 2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
LiveCANNBench: Benchmark SWE AI Coding for Ascend CANN
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">SWE AI Coding</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Benchmark</span>
<span class="px-2 py-0.5 bg-orange-500/10 text-orange-400 text-xs rounded">Ascend CANN</span>
</div>
</div>
</div>
</div>
<!-- Sema Code -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="codeagent" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2604.11045" target="_blank">Sema Code: Decoupling AI Coding Agents into Programmable, Embeddable Infrastructure</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">CodeAgent</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Agent Infrastructure</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Embeddable</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2604.11045" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2604.11045" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/midea-ai/sema-code-core" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- SemaClaw -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2026" data-tags="" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-cyan-500/10 text-cyan-400 text-xs font-bold rounded-full border border-cyan-500/20">2026</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2604.11548" target="_blank">SemaClaw: A Step Towards General-Purpose Personal AI Agents Through Harness Engineering</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Personal AI Agent</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Harness Engineering</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">General Purpose</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2604.11548" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2604.11548" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/midea-ai/SemaClaw" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- 2025 Papers -->
<!-- Octopus -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2025" data-tags="reasoning" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-yellow-500/10 text-yellow-400 text-xs font-bold rounded-full border border-yellow-500/20">2025</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/pdf/2511.15351" target="_blank">🐙 Octopus: Agentic Multimodal Reasoning with Six-Capability Orchestration</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Multimodal Reasoning</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Agentic Framework</span>
<span class="px-2 py-0.5 bg-yellow-500/10 text-yellow-400 text-xs rounded">arXiv Preprint</span>
</div>
</div>
<div class="flex-shrink-0">
<a href="https://arxiv.org/pdf/2511.15351" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-external-link-alt"></i> Paper
</a>
</div>
</div>
</div>
<!-- SE-Agent -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2025" data-tags="self-evolving,codeagent" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-pink-500/10 text-pink-400 text-xs font-bold rounded-full border border-pink-500/20">NeurIPS 2025</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/pdf/2508.02085" target="_blank">🧠 SE-Agent: Self-Evolution Trajectory Optimization in Multi-Step Reasoning</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Self-Evolution</span>
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">Trajectory Optimization</span>
<span class="px-2 py-0.5 bg-pink-500/10 text-pink-400 text-xs rounded">Poster</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/pdf/2508.02085" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2508.02085" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/JARVIS-Xs/SE-Agent" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- GitTaskBench -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2025" data-tags="codeagent" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-green-500/10 text-green-400 text-xs font-bold rounded-full border border-green-500/20">AAAI 2026 Oral</span>
</div>
<div class="flex-1">
<h4 class="text-lg font-semibold text-white mb-2 hover:text-brand-blue transition-colors">
<a href="https://arxiv.org/abs/2508.18993" target="_blank">🧩 GitTaskBench: A Benchmark for Code Agents Solving Real-World Tasks</a>
</h4>
<div class="flex flex-wrap gap-1 mb-2">
<span class="px-2 py-0.5 bg-blue-500/10 text-blue-400 text-xs rounded">CodeAgent</span>
<span class="px-2 py-0.5 bg-purple-500/10 text-purple-400 text-xs rounded">Benchmark</span>
<span class="px-2 py-0.5 bg-green-500/10 text-green-400 text-xs rounded">Oral</span>
</div>
</div>
<div class="flex-shrink-0 flex gap-2">
<a href="https://arxiv.org/abs/2508.18993" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-file-alt"></i> Paper
</a>
<a href="https://huggingface.co/papers/2508.18993" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fas fa-fire"></i> HF
</a>
<a href="https://github.com/QuantaAlpha/GitTaskBench" target="_blank" class="inline-flex items-center gap-2 px-4 py-2 bg-white/5 hover:bg-white/10 rounded-lg text-sm text-white transition-colors">
<i class="fab fa-github"></i> Code
</a>
</div>
</div>
</div>
<!-- ALRPHFS -->
<div class="pub-item glass-card p-5 rounded-xl hover:bg-white/5 transition-all" data-year="2025" data-tags="safety" data-aos="fade-up">
<div class="flex flex-col md:flex-row md:items-center gap-4">
<div class="flex-shrink-0">
<span class="inline-block px-3 py-1 bg-pink-500/10 text-pink-400 text-xs font-bold rounded-full border border-pink-500/20">EMNLP 2025 Findings</span>
</div>
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