Daily AI Papers Briefing (2026-01-16)

【本日の論文】・1. Controlled Self-Evolution for Algorithmic Code Optimization・2. DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation・3. MAXS: Meta-Adaptive Exploration with LLM Agents・4. A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation・5. Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning【参考リンク】 Controlled Self-Evolution for Algorithmic Code Optimization: https://huggingface.co/papers/2601.07348 DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation: https://huggingface.co/papers/2601.09688 MAXS: Meta-Adaptive Exploration with LLM Agents: https://huggingface.co/papers/2601.09259 A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation: https://huggingface.co/papers/2601.09274 Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning: https://huggingface.co/papers/2601.09088