DRSR: Learning Set-Level Deletion Risk for Efficient Long-Horizon Agents.

arXiv:2609.27276v1 Announce Type: new Abstract: Long-horizon language-model agents accumulate reasoning traces, tool exchanges, and observations whose relevance changes with the current decision. Existing compression strategies often score historical units ind