Jiaming Song

Most-cited papers

Denoising Diffusion Implicit Models
Jiaming Song, Chenlin Meng, Stefano Ermon
2020International Conference on Learning Representations14K citations
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SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations
Chenlin Meng, Yutong He, Yang Song, Jiaming Song +3 more
2021International Conference on Learning Representations2,509 citations
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Denoising Diffusion Restoration Models
Bahjat Kawar, Michael Elad, Stefano Ermon, Jiaming Song
2022Neural Information Processing Systems1,472 citations Open access
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InfoVAE: Information Maximizing Variational Autoencoders
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
2017arXiv.org498 citations
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Permutation Invariant Graph Generation via Score-Based Generative Modeling
Chenhao Niu, Yang Song, Jiaming Song, Sheng-Jia Zhao +2 more
2020International Conference on Artificial Intelligence and Statistics417 citations
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InfoGAIL: Interpretable Imitation Learning from Visual Demonstrations
Yunzhu Li, Jiaming Song, Stefano Ermon
2017Neural Information Processing Systems409 citations
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InfoVAE: Balancing Learning and Inference in Variational Autoencoders
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
2019AAAI Conference on Artificial Intelligence358 citations Open access
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Dual Diffusion Implicit Bridges for Image-to-Image Translation
Xu Su, Jiaming Song, Chenlin Meng, Stefano Ermon
2022International Conference on Learning Representations293 citations Open access
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Multi-Agent Generative Adversarial Imitation Learning
Jiaming Song, Hongyu Ren, Dorsa Sadigh, Stefano Ermon
2018Neural Information Processing Systems270 citations
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A Theory of Usable Information Under Computational Constraints
Yilun Xu, Sheng-Jia Zhao, Jiaming Song, Russell Stewart +1 more
2020International Conference on Learning Representations267 citations
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Understanding the Limitations of Variational Mutual Information Estimators
Jiaming Song, Stefano Ermon
2019International Conference on Learning Representations266 citations
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Learning Controllable Fair Representations
Jiaming Song, Pratyusha Kalluri, Aditya Grover, Sheng-Jia Zhao +1 more
2018International Conference on Artificial Intelligence and Statistics188 citations
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Multi-Agent Adversarial Inverse Reinforcement Learning
Lan-Tao Yu, Jiaming Song, Stefano Ermon
2019International Conference on Machine Learning173 citations
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Towards Deeper Understanding of Variational Autoencoding Models
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
2017arXiv.org173 citations
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Concrete Score Matching: Generalized Score Matching for Discrete Data
Chenlin Meng, Kristy Choi, Jiaming Song, Stefano Ermon
2022Neural Information Processing Systems172 citations Open access
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Bias and Generalization in Deep Generative Models: An Empirical Study
Sheng-Jia Zhao, Hongyu Ren, Arianna Yuan, Jiaming Song +2 more
2018Neural Information Processing Systems162 citations
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Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting
Aditya Grover, Jiaming Song, Ashish Kapoor, Kenneth Tran +3 more
2019DGS@ICLR136 citations
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CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
Gengchen Mai, Ni Lao, Yutong He, Jiaming Song +1 more
2023International Conference on Machine Learning118 citations Open access
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A-NICE-MC: Adversarial Training for MCMC
Jiaming Song, Sheng-Jia Zhao, Stefano Ermon
2017Neural Information Processing Systems117 citations
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Learning Hierarchical Features from Deep Generative Models
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
2017International Conference on Machine Learning112 citations
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Max-Margin Nonparametric Latent Feature Models for Link Prediction
Jun Zhu, Jiaming Song, B. Chen
2012International Conference on Machine Learning93 citations
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Domain Adaptive Imitation Learning
Kuno Kim, Yihong Gu, Jiaming Song, Sheng-Jia Zhao +1 more
2019International Conference on Machine Learning88 citations
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Negative Data Augmentation
Abhishek Sinha, Kumar Ayush, Jiaming Song, Burak Uzkent +2 more
2021International Conference on Learning Representations84 citations
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Learning Hierarchical Features from Generative Models
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
2017arXiv.org79 citations
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Experience Replay with Likelihood-free Importance Weights
Samarth Sinha, Jiaming Song, Animesh Garg, Stefano Ermon
2020Conference on Learning for Dynamics & Control78 citations
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Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions
Gengchen Mai, Yao Xuan, Wen-Hang Zuo, Yutong He +4 more
2023Isprs Journal of Photogrammetry and Remote Sensing75 citations Open access
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JPEG Artifact Correction using Denoising Diffusion Restoration Models
Bahjat Kawar, Jiaming Song, Stefano Ermon, Michael Elad
2022arXiv.org69 citations Open access
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Calibrated Model-Based Deep Reinforcement Learning
Ali Malik, Volodymyr Kuleshov, Jiaming Song, Danny Nemer +2 more
2019International Conference on Machine Learning63 citations
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Belief Propagation Neural Networks
Jonathan Kuck, Shuvam Chakraborty, Hao Tang, Rachel Luo +3 more
2020Neural Information Processing Systems55 citations
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Multi-label Contrastive Predictive Coding
Jiaming Song, Stefano Ermon
2020Neural Information Processing Systems53 citations
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Training Deep Energy-Based Models with f-Divergence Minimization
Lan-Tao Yu, Yang Song, Jiaming Song, Stefano Ermon
2020International Conference on Machine Learning52 citations
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The Information-Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Modeling
Sheng-Jia Zhao, Jiaming Song, Stefano Ermon
201851 citations
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Bridging the Gap Between $f$-GANs and Wasserstein GANs
Jiaming Song, Stefano Ermon
2019International Conference on Machine Learning46 citations
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LISA: Learning Interpretable Skill Abstractions from Language
D. Garg, Skanda Vaidyanath, Kuno Kim, Jiaming Song +1 more
2022Neural Information Processing Systems45 citations Open access
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SiO2/Ga2O3 nanocomposite for highly efficient selective removal of cationic organic pollutant via synergistic electrostatic adsorption and photocatalysis
Fenqi Du, D. Yang, Tianxing Kang, Yuxin Ren +4 more
2022Separation and Purification Technology44 citations
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Inferring The Latent Structure of Human Decision-Making from Raw Visual Inputs
Yunzhu Li, Jiaming Song, Stefano Ermon
2017Neural Information Processing Systems44 citations
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Gaussianization Flows
Chenlin Meng, Yang Song, Jiaming Song, Stefano Ermon
2020International Conference on Artificial Intelligence and Statistics41 citations
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Energy management of the grid-connected residential photovoltaic-battery system using model predictive control coupled with dynamic programming
Bin Zou, Ji-Ning Peng, Rong-Xin Yin, Zheng-Yi Luo +4 more
2022Energy and Buildings38 citations Open access
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Galectin-9 blockade synergizes with ATM inhibition to induce potent anti-tumor immunity
Shuang-yan Zheng, Jiaming Song, Dongli Linghu, Riyao Yang +7 more
2023International Journal on Biological Sciences37 citations Open access
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Offline Imitation Learning with Suboptimal Demonstrations via Relaxed Distribution Matching
Lan-Tao Yu, Tian-He Yu, Jiaming Song, Willie Neiswanger +1 more
2023AAAI Conference on Artificial Intelligence34 citations Open access
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A General Recipe for Likelihood-free Bayesian Optimization
Jiaming Song, Lan-Tao Yu, Willie Neiswanger, Stefano Ermon
2022International Conference on Machine Learning34 citations Open access
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Enhanced performance of UV photodetector based on ZnO nanorod arrays via TiO2 as electrons trap layer
Zihang Yin, Yujie Shan, Min-A Yu, Lun-Quan Yang +3 more
2022Materials Science in Semiconductor Processing32 citations
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Comparing Distributions by Measuring Differences that Affect Decision Making
Sheng-Jia Zhao, Abhishek Sinha, Yutong He, Aidan Perreault +2 more
2022International Conference on Learning Representations30 citations
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IS-COUNT: Large-scale Object Counting from Satellite Images with Covariate-based Importance Sampling
Chenlin Meng, En-Ci Liu, Willie Neiswanger, Jiaming Song +3 more
2021AAAI Conference on Artificial Intelligence30 citations Open access
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One-step microwave method synthesis of Fe3O4 nanoribbon@ carbon composite for Cr (Ⅵ) removal
Jiaming Song, Zhen Meng, Xiaozhi Wang, Ge-Shan Zhang +2 more
2022Separation and Purification Technology29 citations
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Zero energy potential of PV direct-driven air conditioners coupled with phase change materials and load flexibility
Sihui Li, Jin-Qing Peng, Houpei Li, Bin Zou +3 more
2022Renewable Energy29 citations
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Learning with Weak Supervision from Physics and Data-Driven Constraints
Hongyu Ren, Russell Stewart, Jiaming Song, Volodymyr Kuleshov +1 more
2018The AI Magazine28 citations Open access
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Accelerating Natural Gradient with Higher-Order Invariance
Yang Song, Jiaming Song, Stefano Ermon
2018International Conference on Machine Learning28 citations
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PD-L1 deficiency sensitizes tumor cells to DNA-PK inhibition and enhances cGAS-STING activation.
Z. Xue, Shuang Zheng, Dongli Linghu, Boning Liu +9 more
2022American Journal of Cancer Research27 citations
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Multifunctional optoelectronic device based on CuO/ZnO heterojunction structure
Zihang Yin, Yang Zeng, D. Yang, Yang Jiao +4 more
2023Journal of Luminescence24 citations
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