Stefano Ermon

Diffusion Model Alignment Using Direct Preference Optimization

Bram Wallace, Meihua Dang, Rafael Rafailov et al. · 2024 · 95 citations

Business, Decision Sciences, Decision Theory +6

Taming the Curse of Dimensionality: Discrete Integration by Hashing and Optimization

Stefano Ermon, Carla P. Gomes, Ashish Sabharwal et al. · arXiv (Cornell University) · 2013 · 76 citations · Full text

Natural Sciences, Computer Science, Mathematics +17

CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation

Yusuke Tashiro, Jiaming Song, Yang Song et al. · arXiv (Cornell University) · 2021 · 73 citations · Full text

Computing, Data Science, Forecasting +13

Learning Neural PDE Solvers with Convergence Guarantees

Jun-Ting Hsieh, Shengjia Zhao, Stephan Eismann et al. · arXiv (Cornell University) · 2019 · 56 citations · Full text

Computing, Computer Science, Mathematics +12

Amortized Inference Regularization

Rui Shu, Hung Bui, Shengjia Zhao et al. · arXiv (Cornell University) · 2018 · 49 citations · Full text

Computing, Computer Science, Machine Learning +14