Learning from Mixed-Quality Deployment Experience for Robot Manipulation
Predictive Action Chunk Learning first learns a predictive chunk-level critic that evaluates temporally extended action sequences and augments temporal difference learning with future latent prediction, providing richer supervision for long-horizon value estimation.
Yan-Gang Ren, Yu-Jie Yan, Zi-Rui Li et al.
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