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Jiaming Song

  1. SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
    2021/08/02 by Chenlin Meng, Meng, Chenlin, Yutong He +11 · 1 voice · 227 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Computer Graphics and Visualization Techniques #Cell Image Analysis Techniques
  2. Denoising Diffusion Implicit Models
    2020/10/06 by Jiaming Song, Chenlin Meng, Song, Jiaming +3 · 1377 citations
    Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Music and Audio Processing
  3. Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
    2022/06/09 by Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao +448 · 3 voices · 136 citations
    #cs.CL #cs.AI #cs.CY #cs.LG #stat.ML
  4. Denoising Diffusion Restoration Models
    2022/01/27 by Bahjat Kawar, Kawar, Bahjat, Michael Elad +5 · 103 citations
    Computer Science · Medicine · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  5. eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers
    2022/11/02 by Yogesh Balaji, Seungjun Nah, Balaji, Yogesh +22 · 63 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis
  6. PhysDiff: Physics-Guided Human Motion Diffusion Model
    2022/12/05 by Ye Yuan, Jiaming Song, Yuan, Ye +7 · 56 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gait Recognition and Analysis #Graphics (cs.GR) #Human Motion and Animation #Human Pose and Action Recognition #Machine Learning (cs.LG)
  7. A Theory of Usable Information Under Computational Constraints
    2020/02/25 by Yilun Xu, Xu, Yilun, Shengjia Zhao +8 · 3 voices · 15 citations
    Computer Science · #Bayesian Modeling and Causal Inference #Machine Learning and Algorithms #Neural Networks and Applications #cs.LG #stat.ML
  8. Concrete Score Matching: Generalized Score Matching for Discrete Data
    2022/11/02 by Chenlin Meng, Kristy Choi, Meng, Chenlin +5 · 29 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
  9. Inductive Moment Matching
    2025/03/10 by Linqi Zhou, Stefano Ermon, Zhou, Linqi +3 · 3 voices · 47 citations
    Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Fetal and Pediatric Neurological Disorders #Generative Adversarial Networks and Image Synthesis #cs.AI #cs.LG #stat.ML
  10. InfoVAE: Information Maximizing Variational Autoencoders
    2017/06/07 by Shengjia Zhao, Jiaming Song, Zhao, Shengjia +3 · 20 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
  11. Understanding the Limitations of Variational Mutual Information Estimators
    2019/10/14 by Jiaming Song, Song, Jiaming, Stefano Ermon +1 · 15 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
  12. Towards Deeper Understanding of Variational Autoencoding Models
    2017/02/28 by Shengjia Zhao, Jiaming Song, Zhao, Shengjia +3 · 21 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Image Processing Techniques #AI in cancer detection
  13. DiffiT: Diffusion Vision Transformers for Image Generation
    2023/12/04 by Ali Hatamizadeh, Jiaming Song, Hatamizadeh, Ali +7 · 23 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #AI in cancer detection #Domain Adaptation and Few-Shot Learning
  14. Score-based Diffusion Models in Function Space
    2023/02/14 by Jae Hyun Lim, Lim, Jae Hyun, Nikola Kovachki +23 · 15 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #46B09 (Primary) #60J22 (Secondary) #Cell Image Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #I.2.6 #J.2 #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  15. Multi-Agent Generative Adversarial Imitation Learning
    2018/07/26 by Jiaming Song, Song, Jiaming, Hongyu Ren +5 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
  16. Dual Diffusion Implicit Bridges for Image-to-Image Translation
    2022/03/16 by Xuan Su, Jiaming Song, Su, Xuan +5 · 11 citations
    Computer Science · Arts and Humanities · #Generative Adversarial Networks and Image Synthesis #Natural Language Processing Techniques #Translation Studies and Practices
  17. CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
    2023/05/01 by Gengchen Mai, Ni Lao, Mai, Gengchen +7 · 6 citations
    Computer Science · #68T07 #68T45 #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #I.2.10 #I.5.1 #I.5.4 #J.2 #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  18. Belief Propagation Neural Networks
    2020/07/01 by Jonathan Kuck, Shuvam Chakraborty, Kuck, Jonathan +11 · 4 citations
    Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  19. Decentralized Diffusion Models
    2025/01/09 by David McAllister, McAllister, David, Matthew Tancik +5 · 3 voices · 3 citations
    Mathematics · #Differential Equations and Numerical Methods #cs.CV #cs.DC #cs.LG
  20. Gaussianization Flows
    2020/03/04 by Chenlin Meng, Meng, Chenlin, Song, Yang +4 · 4 citations
    Computer Science · #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning and Data Classification
  21. Experience Replay with Likelihood-free Importance Weights
    2020/06/23 by Samarth Sinha, Jiaming Song, Sinha, Samarth +5 · 6 citations
    Computer Science · Engineering · #Adaptive Dynamic Programming Control #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Smart Grid Energy Management
  22. The Information Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Models
    2018/06/18 by Shengjia Zhao, Zhao, Shengjia, Jiaming Song +3 · 6 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
  23. Offline Imitation Learning with Suboptimal Demonstrations via Relaxed Distribution Matching
    2023/03/05 by Lantao Yu, Tianhe Yu, Yu, Lantao +7 · 4 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  24. A General Recipe for Likelihood-free Bayesian Optimization
    2022/06/27 by Jiaming Song, Song, Jiaming, Lantao Yu +5 · 3 citations
    Computer Science · Decision Sciences · #Gaussian Processes and Bayesian Inference #Forecasting Techniques and Applications #Machine Learning and Algorithms
  25. Learning Controllable Fair Representations
    2018/12/11 by Jiaming Song, Pratyusha Kalluri, Song, Jiaming +7 · 3 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  26. A-NICE-MC: Adversarial Training for MCMC
    2017/06/23 by Jiaming Song, Shengjia Zhao, Song, Jiaming +3 · 2 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Adversarial Robustness in Machine Learning #Gaussian Processes and Bayesian Inference
  27. Negative Data Augmentation
    2021/02/09 by Abhishek Sinha, Kumar Ayush, Sinha, Abhishek +9 · 2 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
  28. Edify Image: High-Quality Image Generation with Pixel Space Laplacian Diffusion Models
    2024/11/11 by Nvidia Nvidia, NVIDIA, : +56 · 6 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
  29. SMRD: SURE-based Robust MRI Reconstruction with Diffusion Models
    2023/10/03 by Batu Ozturkler, Chao Liu, Ozturkler, Batu +9 · 2 citations
    Medicine · #Advanced Neuroimaging Techniques and Applications #MRI in cancer diagnosis #Advanced MRI Techniques and Applications
  30. Terminal Velocity Matching
    2025/11/24 by Mathias Parger, Zhou, Linqi, Parger, Mathias +3 · 1 citation
    Computer Science · Engineering · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #3D Shape Modeling and Analysis #Model Reduction and Neural Networks
  31. Athena-Brain Technical Report: An Efficient Robot Brain for General Intelligence and Embodied Interaction
    2026/07/21 by Jialian Li, Junhong Liu, Yuchen Cao +6
    #cs.AI