ElasticMem: Latent Memory as a Learnable Resource for LLM Agents 事件

ElasticMem: Latent Memory as a Learnable Resource for LLM Agents arXiv:2605.30690v1 Announce Type: new Abstract: Long-term memory is essential for LLM agents to reason coherently across extended interactions, personalize responses, and reuse past experience. However, existing memory-augmented methods typically treat memory as a fixed resource: text-space approaches concatenate retrieved memories into the context window, causing substantial token overhead and sensitivity to noisy evidence, while