Ren, Yinuo

12 publications

ICLR 2026 DriftLite: Lightweight Drift Control for Inference-Time Scaling of Diffusion Models Yinuo Ren, Wenhao Gao, Lexing Ying, Grant M. Rotskoff, Jiequn Han
TMLR 2026 Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach Haoxuan Chen, Yinuo Ren, Martin Renqiang Min, Lexing Ying, Zachary Izzo
UAI 2025 COS-DPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework Yinuo Ren, Tesi Xiao, Michael Shavlovsky, Lexing Ying, Holakou Rahmanian
NeurIPS 2025 Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms Yinuo Ren, Haoxuan Chen, Yuchen Zhu, Wei Guo, Yongxin Chen, Grant M. Rotskoff, Molei Tao, Lexing Ying
ICLRW 2025 Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms Yinuo Ren, Haoxuan Chen, Yuchen Zhu, Wei Guo, Yongxin Chen, Grant M. Rotskoff, Molei Tao, Lexing Ying
ICLR 2025 How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework Yinuo Ren, Haoxuan Chen, Grant M. Rotskoff, Lexing Ying
NeurIPS 2024 Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity Haoxuan Chen, Yinuo Ren, Lexing Ying, Grant M. Rotskoff
NeurIPSW 2024 How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework Yinuo Ren, Haoxuan Chen, Grant M. Rotskoff, Lexing Ying
NeurIPSW 2024 HyperDPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework Yinuo Ren, Tesi Xiao, Michael Shavlovsky, Lexing Ying, Holakou Rahmanian
AISTATS 2024 Multi-Objective Optimization via Wasserstein-Fisher-Rao Gradient Flow Yinuo Ren, Tesi Xiao, Tanmay Gangwani, Anshuka Rangi, Holakou Rahmanian, Lexing Ying, Subhajit Sanyal
AAAI 2024 Statistical Spatially Inhomogeneous Diffusion Inference Yinuo Ren, Yiping Lu, Lexing Ying, Grant M. Rotskoff
AISTATS 2024 Understanding the Generalization Benefits of Late Learning Rate Decay Yinuo Ren, Chao Ma, Lexing Ying