ActiveMem: Dynamic Latent Memory Trees for Long-Horizon Agents.

arXiv:2609.33244v2 Announce Type: replace Abstract: Large Language Model (LLM) agents increasingly rely on external memory to support long-horizon reasoning and decision making. Existing memory systems typically retrieve historical trajectories or summaries as