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Manuel Madeira

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#artificial intelligence Preprint Sep 2026

On Trajectory-Aware Training for Masked Diffusion Language Models

PUMBA is introduced, a unified framework for trajectory-aware training that trains the denoiser on consecutive steps of policy-induced trajectories, passes information between steps, and optimizes them jointly by backpropagation through time.

Manuel Madeira, Amitis Shidani, Alice Bizeul et al. · 0 citations

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