arxivcs.AIcs.CLcs.LG2026-06-28
Selective Memory Retention for Long-Horizon LLM Agents
When does retention matter for memory-augmented LLM agents? We study this with TraceRetain, a lightweight framework for bounded external memory in frozen LLM agents that scores entries by interpretable features (success, age, access frequency, redundancy, specificity, similarity,…