SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
arXiv:2605.24468v1 Announce Type: new Abstract: Long-horizon agentic reasoning requires large language models to act over long interaction histories containing thoughts, tool calls, observations, and