tau^2-Bench

Researchers Shashank Kirtania and co-authors introduced BREW (Bootstrapping expeRientially-learned Environmental knoWledge), a framework that distills an LLM agent's past interaction trajectories into…

Researchers introduced Influence-Aware Policy Optimization (IAPO), a method that uses typed influence-dependency graphs to redistribute trajectory-level advantages for credit assignment in multi-turn …