The Right Fact, the Wrong Decision: SciValidityBench for Scientific Agent Memory.

arXiv:2610.34767v1 Announce Type: new Abstract: Most agent-memory benchmarks frame long-term memory as retrieval: can an agent recover the relevant record from a long and evolving history? Scientific agents face a stricter problem: a correctly remembered fact