Preprint Open access
RPMem: Learning Long-Term Recurrent Parametric Memory Across Sessions for LLM Agents
Long-running LLM agents require memory that persists and evolves across sessions. Text-based memory retrieves and reconstructs past interactions at every query, making long-horizon performance increasingly dependent on retrieval quality and contextual reasoning as histories grow. Parametric memory encodes experience di …