BetaMem: Learning to Remember a Changing World for Embodied Agents.

arXiv:2610.26554v1 Announce Type: new Abstract: Long-horizon embodied agents face temporal confusion and incomplete or distorted records, recurring errors from fixed memory rules, and growing storage and retrieval costs. We present BetaMem, a framework for bui