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Stefano Ermon

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SequenceMatch: Imitation Learning for Autoregressive Sequence Modelling with Backtracking

Jun 08, 2023
Chris Cundy, Stefano Ermon

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Parallel Sampling of Diffusion Models

Jun 08, 2023
Andy Shih, Suneel Belkhale, Stefano Ermon, Dorsa Sadigh, Nima Anari

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GEO-Bench: Toward Foundation Models for Earth Monitoring

Jun 06, 2023
Alexandre Lacoste, Nils Lehmann, Pau Rodriguez, Evan David Sherwin, Hannah Kerner, Björn Lütjens, Jeremy Andrew Irvin, David Dao, Hamed Alemohammad, Alexandre Drouin, Mehmet Gunturkun, Gabriel Huang, David Vazquez, Dava Newman, Yoshua Bengio, Stefano Ermon, Xiao Xiang Zhu

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On the Equivalence of Consistency-Type Models: Consistency Models, Consistent Diffusion Models, and Fokker-Planck Regularization

Jun 01, 2023
Chieh-Hsin Lai, Yuhta Takida, Toshimitsu Uesaka, Naoki Murata, Yuki Mitsufuji, Stefano Ermon

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Direct Preference Optimization: Your Language Model is Secretly a Reward Model

May 29, 2023
Rafael Rafailov, Archit Sharma, Eric Mitchell, Stefano Ermon, Christopher D. Manning, Chelsea Finn

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MADiff: Offline Multi-agent Learning with Diffusion Models

May 27, 2023
Zhengbang Zhu, Minghuan Liu, Liyuan Mao, Bingyi Kang, Minkai Xu, Yong Yu, Stefano Ermon, Weinan Zhang

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UniControl: A Unified Diffusion Model for Controllable Visual Generation In the Wild

May 25, 2023
Can Qin, Shu Zhang, Ning Yu, Yihao Feng, Xinyi Yang, Yingbo Zhou, Huan Wang, Juan Carlos Niebles, Caiming Xiong, Silvio Savarese, Stefano Ermon, Yun Fu, Ran Xu

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CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations

May 09, 2023
Gengchen Mai, Ni Lao, Yutong He, Jiaming Song, Stefano Ermon

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