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Adam Sigal

3 accepted papers

2026

Improving Robotic Manipulation Robustness Via NICE Scene Surgery

ICRA 2026poster

Learning robust visuomotor policies for robotic manipulation remains a challenge in real-world settings, where visual distractors can significantly degrade performance and safety. In this work, we propose an effective and scalable framework, Naturalistic Inpainting for Context Enhancement (NICE). Ou…

2026

TruckDrive: Long-Range Autonomous Highway Driving Dataset

CVPR 2026

Safe highway autonomy for heavy trucks remains an open and unsolved challenge: due to long braking distances, scene understanding of hundreds of meters is required for anticipatory planning and to allow safe braking margins. However, existing driving datasets primarily cover urban scenes, with perce

Cited by 0SourceScholar
2025

Ergodic Generative Flows

ICML 2025poster

Generative Flow Networks (GFNs) were initially introduced on directed non-acyclic graphs to sample from an unnormalized distribution density. Recent works have extended the theoretical framework for generative methods allowing more flexibility and enhancing application range. However, many challenge…

Cited by 0SourcePDFScholar