Daily AI Papers Briefing (2026-09-18)

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【本日の論文】
1. LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence
https://huggingface.co/papers/2609.17488
2. ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments
https://huggingface.co/papers/2609.19134
3. Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening
https://huggingface.co/papers/2609.18708
4. Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents
https://huggingface.co/papers/2609.17708
5. ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks
https://huggingface.co/papers/2609.18805