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We propose TraceRL, a trajectory-aware reinforcement learning method for diffusion language models, which demonstrates the best performance among RL approaches for DLMs. We also introduce a ...

Each estimator come with four modes: Doubly Robust (dr), Inverse Propensity Weighting (ipw), Plug-In (pi) and One-Step (onestep). $K$-fold cross-fitting is also ...