2 papers
stat.ML2026
One-Step Diffusion Samplers via Self-Distillation and Deterministic Flow
Pascal Jutras-Dube, Jiaru Zhang, Ziran Wang +1
Sampling from unnormalized target distributions is a fundamental yet challenging task in machine learning and statistics. Existing sampling algorithms typically require many iterat…
cs.RO2024
Adaptive Planning with Generative Models under Uncertainty
Pascal Jutras-Dubé, Ruqi Zhang, Aniket Bera
Planning with generative models has emerged as an effective decision-making paradigm across a wide range of domains, including reinforcement learning and autonomous navigation. Whi…