Daily AI Papers Briefing (2026-10-03)

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【本日の論文】
1. OneStreamer: Unifying Perception, Memory, and Proactive Response in Streaming Video Interaction
https://huggingface.co/papers/2610.01762
2. Adaptive Reward Routing: Dynamic Multi-Reward Optimization for Joint Audio-Video Diffusion via Forward-Process RL
https://huggingface.co/papers/2609.37200
3. On-Policy or Off-Policy Learning? A Systematic Study of Distillation Dynamics
https://huggingface.co/papers/2609.35259
4. Beyond Memory: Harnessing Long-Horizon Agents with Explicit Belief States
https://huggingface.co/papers/2610.01415
5. Hierarchical Continuous Diffusion Language Models
https://huggingface.co/papers/2610.02193