LAMB: Latent Multi-Hypothesis Beliefs for Long-Horizon Large Language Agents

Peien Ding, Hui Li, Yuhan Liu +1

Long-horizon language agents require compact memories that retain interaction evidence while preserving competing hypotheses about unobserved states. Although effective, many belie…