1
Order Is Not Control
52页论文探讨秩序与控制间微妙关系，挑战传统认知的复杂系统理论新视角
arXiv:2606.12923v1 Announce Type: cross Abstract: AI alignment, interpretability, steering, and neural perturbation studies identify order-inducing ob…
2
What Uncertainties Do We Need for Dynamical Systems?
动力系统的不确定性研究，最新 arXiv 论文探讨关键问题。
arXiv:2606.11988v1 Announce Type: new Abstract: The distinction between aleatoric and epistemic uncertainty has received considerable attention in mac…
3
CoCoSI: Collaborative Cognitive Map Construction for Spatial Intelligence
新框架CoCoSI让多个智能体协作构建认知地图，突破空间智能瓶颈
arXiv:2606.10401v1 Announce Type: new Abstract: Spatial intelligence is a key frontier for multimodal large language models (MLLMs), enabling them to …
4
Effective Reasoning Chains Reduce Intrinsic Dimensionality
推理链越长越聪明？新研究揭示有效推理链能显著降低任务的内在维度，ICML spotlight论文值得关注。
arXiv:2602.09276v2 Announce Type: replace-cross Abstract: Chain-of-thought (CoT) reasoning and its variants have substantially improved the performanc…
5
Generating Robust Portfolios of Optimization Models using Large Language Models
用大语言模型自动生成优化模型组合，提升稳健性，ICML 研讨会论文揭示前沿思路。
arXiv:2605.27013v1 Announce Type: new Abstract: Mathematical optimization is a powerful tool for structured decision-making across domains such as res…
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CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly
提出自演化框架解决LLM网络安全智能体适应性难题，迭代优化策略突破固定脚手架局限。
arXiv:2605.26195v1 Announce Type: cross Abstract: LLM-based agents are increasingly used for cybersecurity tasks, but most existing systems rely on fi…