Ren, Yinuo
- Humanity's Last Exam
2025/01/24 by Long Phan, Alice Gatti, Phan, Long +2240 · 9 voices · 117 citations
#cs.LG #cs.AI #cs.CL
- Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity
2024/05/24 by Haoxuan Chen, Yinuo Ren, Chen, Haoxuan +5 · 1 voice · 10 citations
#cs.LG #cs.DC #math.NA #stat.ML
- How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework
2024/10/04 by Yinuo Ren, Ren, Yinuo, Haoxuan Chen +5 · 16 citations
Mathematics · Medicine · Neuroscience · #Advanced Neuroimaging Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Numerical Analysis (math.NA)
- Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms
2025/02/01 by Yinuo Ren, Ren, Yinuo, Haoxuan Chen +14 · 1 voice · 18 citations
Mathematics · Engineering · #Numerical methods for differential equations #Advanced Numerical Methods in Computational Mathematics #Electromagnetic Simulation and Numerical Methods
- COS-DPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework
2024/10/10 by Ren, Yinuo, Xiao, Tesi, Shavlovsky, Michael +2 · 3 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Understanding the Generalization Benefits of Late Learning Rate Decay
2024/01/21 by Ren, Yinuo, Ma, Chao, Ying, Lexing · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A semigroup method for high dimensional committor functions based on neural network
2020/12/12 by Haoya Li, Li, Haoya, Yuehaw Khoo +5 · 1 citation
Decision Sciences · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Fractional Differential Equations Solutions #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design
- Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach
2025/06/04 by Haoxuan Chen, Yinuo Ren, Chen, Haoxuan +7 · 6 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Numerical Analysis (math.NA) #electronic engineering #information engineering
- A Unified Approach to Analysis and Design of Denoising Markov Models
2025/04/02 by Ren, Yinuo, Rotskoff, Grant M., Ying, Lexing · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
- Multi-Objective Optimization via Wasserstein-Fisher-Rao Gradient Flow
2023/11/22 by Ren, Yinuo, Xiao, Tesi, Gangwani, Tanmay +4 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)