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Abdelhak Lemkhenter

2 accepted papers

2026

When does predictive inverse dynamics outperform behavior cloning?

ICML 2026poster

Behavior cloning (BC) is a practical offline imitation learning method, but it often fails when expert demonstrations are limited. Recent works have introduced a class of architectures named predictive inverse dynamics models (PIDM) that combine a future state predictor with an inverse dynamics mode…

Cited by 0SourceScholar
2024

Blind Image Restoration via Fast Diffusion Inversion

NeurIPS 2024poster

Image Restoration (IR) methods based on a pre-trained diffusion model have demonstrated state-of-the-art performance. However, they have two fundamental limitations: 1) they often assume that the degradation operator is completely known and 2) they alter the diffusion sampling process, which may res…