Goldstein, Mark

1. SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers
   2024/01/16 by Nanye Ma, Ma, Nanye, Goldstein, Mark +8 · 157 citations
   Computer Science · Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Music and Audio Processing
2. Stochastic interpolants with data-dependent couplings
   2023/10/05 by Michael S. Albergo, Albergo, Michael S., Nicholas M. Boffi +6 · 25 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques #Computer Graphics and Visualization Techniques
3. Probabilistic Forecasting with Stochastic Interpolants and Föllmer Processes
   2024/03/20 by Chen, Yifan, Goldstein, Mark, Hua, Mengjian +3 · 12 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Understanding Failures in Out-of-Distribution Detection with Deep Generative Models
   2021/07/14 by Lily H. Zhang, Zhang, Lily H., Goldstein, Mark +4 · 6 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
5. Contrasting with Symile: Simple Model-Agnostic Representation Learning for Unlimited Modalities
   2024/11/01 by Adriel Saporta, Saporta, Adriel, Aahlad Puli +5 · 1 voice · 7 citations
   Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.CV #cs.LG #stat.ML
6. Survival Mixture Density Networks
   2022/08/23 by Xintian Han, Han, Xintian, Goldstein, Mark +2 · 3 citations
   Computer Science · Mathematics · Medicine · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging #Statistical Methods and Inference
7. Where to Diffuse, How to Diffuse, and How to Get Back: Automated Learning for Multivariate Diffusions
   2023/02/14 by Singhal, Raghav, Goldstein, Mark, Ranganath, Rajesh · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. What's the score? Automated Denoising Score Matching for Nonlinear Diffusions
   2024/07/10 by Singhal, Raghav, Goldstein, Mark, Ranganath, Rajesh · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)