Daily AI Papers Briefing (2026-07-15)

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【本日の論文】
1. Weak-to-Strong Generalization via Direct On-Policy Distillation
https://huggingface.co/papers/2607.05394
2. ABot-N1: Toward a General Visual Language Navigation Foundation Model
https://huggingface.co/papers/2607.10383
3. ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory
https://huggingface.co/papers/2607.10350
4. 4D Human-Scene Reconstruction from Low-Overlap Captures
https://huggingface.co/papers/2607.09125
5. LightMem-Ego: Your AI Memory for Everyday Life
https://huggingface.co/papers/2607.11487