Daily AI Papers Briefing (2026-01-25)

【本日の論文】1. EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience https://huggingface.co/papers/2601.158762. HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding https://huggingface.co/papers/2601.147243. The Flexibility Trap: Why Arbitrary Order Limits Reasoning Potential in Diffusion Language Models https://huggingface.co/papers/2601.151654. LLM-in-Sandbox Elicits General Agentic Intelligence https://huggingface.co/papers/2601.162065. BayesianVLA: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries https://huggingface.co/papers/2601.15197