Daily AI Papers Briefing (2026-09-25)

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【本日の論文】
1. SpeakerMem-R1: Speaker-Centered Dual-Track Memory for Multi-Party Dialogue
https://huggingface.co/papers/2609.26780
2. Spatial-Interactor: Learning Spatial Reasoning through Interaction with the Observable Physical World
https://huggingface.co/papers/2609.23038
3. HappyWorld-Bench
https://huggingface.co/papers/2609.24308
4. The Past Frames the Future: Memory for Autoregressive Video Generation
https://huggingface.co/papers/2609.28466
5. Just-in-Time Memory: Learning to Curate Task-Adaptive Memory for LLM Agents
https://huggingface.co/papers/2609.27334