Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation

ArXi:2604.00131v1 Announce Type: cross Human memory adapts through selective forgetting: experiences become less accessible over time but can be reactivated by reinforcement or contextual cues. In contrast, memory-augmented LLM agents rely on "always-on" retrieval and "flat" memory storage, causing high interference and latency as histories grow. We