Learning Hierarchical Procedural Memory for LLM Agents through Bayesian Selection and Contrastive Refinement

Saman Forouzandeh, Wei Peng, Parham Moradi +2

We present MACLA, a framework that decouples reasoning from learning by maintaining a frozen large language model while performing all adaptation in an external hierarchical proced…