MOIRA: Policy Memory and Belief Revision for Language-Model Agents in Non-Stationary Pair Trading.

arXiv:2605.01954v2 Announce Type: replace Abstract: Many sequential decision-making problems exhibit hierarchical structure, where high-level semantic choices constrain downstream actions and feedback is delayed and ambiguous. Learning in such settings is chal