Daily AI Papers Briefing (2026-08-11)

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【本日の論文】
1. SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs
https://huggingface.co/papers/2608.03573
2. Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning
https://huggingface.co/papers/2608.03571
3. SimWAM: A Simple World Action Model for End-to-End Autonomous Driving
https://huggingface.co/papers/2608.07468
4. YOLO-PEFT: Parameter-Efficient Fine-Tuning on YOLO Family
https://huggingface.co/papers/2608.07051
5. StreamArena: Toward Continuous, Interactive, and Long-Horizon Agentic Streaming Video Understanding
https://huggingface.co/papers/2608.05703