3 papers
cs.AI2026
When to Remember, When to Abstain: Category-Conditioned Retention for Reliable Agent Memory
Olukunle Owolabi, Pulkit Gupta, Fei Wang
Persistent agent memory is only as reliable as its retention decision: an assertion weakly supported by its source can be stored and later reused as established fact. We study whet…
cs.CL2026
SocialMemBench: Are AI Memory Systems Ready for Social Group Settings?
Olukunle Owolabi
Memory systems for AI assistants were built for single-user dialogue and fail characteristically when applied to multi-party social group settings. This gap matters for the social…
cs.CL2026
Are LLMs Ready for Conflict Monitoring? Empirical Evidence from West Africa
Hoffmann Muki, Olukunle Owolabi
As LLMs enter conflict monitoring, understanding systematic distortions in their outputs is critical for humanitarian accountability. We evaluate four vanilla open-weight models Ge…