Author

Abdeslam Boularias

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Preprint Sep 2026

Beyond Policy Alignment: Closing the Planning-Learning Loop for Robot Control with Learned World Models

Planning with learned world models combines online trajectory optimization with learned value and policy functions for high-dimensional control. Because the planner determines the experience used for learning, while the learned critic and actor in turn score and propose future plans, planning and learning form a closed...

Kowndinya Boyalakuntla, Yu-Han Liu, Abdeslam Boularias · 0 citations

Bellman Diffusion Models for Offline Reinforcement Learning

This work explores using diffusion models as a representation for the state successor measure and finds that enforcing the Bellman flow constraints on a diffusion model leads to a temporal difference update on the predicted noise, similar to the standard TD-learning update on the predicted reward.

Liam Schramm, Abdeslam Boularias · 0 citations

Jul 2026

Foresight Residual RL for Long-Horizon Robot Manipulation with Vision-Language-Action Models

Foresight Residual RL is proposed, which optimizes handoff quality by augmenting each subtask's sparse success reward with an offline-estimated foresight value -- the probability of future subtask success conditioned on the terminal state of the current subtask.

Yuhan Liu, Xinyu Zhang, Litao Liu et al. · arXiv.org · 1 citation