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f-DM: A Multi-stage Diffusion Model via Progressive Signal Transformation


Oct 10, 2022
Jiatao Gu, Shuangfei Zhai, Yizhe Zhang, Miguel Angel Bautista, Josh Susskind

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* 28 pages, 21 figures, work in progress 

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GAUDI: A Neural Architect for Immersive 3D Scene Generation


Jul 27, 2022
Miguel Angel Bautista, Pengsheng Guo, Samira Abnar, Walter Talbott, Alexander Toshev, Zhuoyuan Chen, Laurent Dinh, Shuangfei Zhai, Hanlin Goh, Daniel Ulbricht, Afshin Dehghan, Josh Susskind

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* Project webpage: https://github.com/apple/ml-gaudi 

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Position Prediction as an Effective Pretraining Strategy


Jul 15, 2022
Shuangfei Zhai, Navdeep Jaitly, Jason Ramapuram, Dan Busbridge, Tatiana Likhomanenko, Joseph Yitan Cheng, Walter Talbott, Chen Huang, Hanlin Goh, Joshua Susskind

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* Accepted to ICML 2022 

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The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon


Jun 13, 2022
Vimal Thilak, Etai Littwin, Shuangfei Zhai, Omid Saremi, Roni Paiss, Joshua Susskind

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* Removed Tex formatting commands in title Title and Abstract 

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Learning Representation from Neural Fisher Kernel with Low-rank Approximation


Feb 04, 2022
Ruixiang Zhang, Shuangfei Zhai, Etai Littwin, Josh Susskind

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Robust Robotic Control from Pixels using Contrastive Recurrent State-Space Models


Dec 02, 2021
Nitish Srivastava, Walter Talbott, Martin Bertran Lopez, Shuangfei Zhai, Josh Susskind

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* NeurIPS Deep Reinforcement Learning Workshop 2021. Code can be found at https://github.com/apple/ml-core 

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Regularized Training of Nearest Neighbor Language Models


Sep 16, 2021
Jean-Francois Ton, Walter Talbott, Shuangfei Zhai, Josh Susskind

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Implicit Acceleration and Feature Learning in Infinitely Wide Neural Networks with Bottlenecks


Jul 02, 2021
Etai Littwin, Omid Saremi, Shuangfei Zhai, Vimal Thilak, Hanlin Goh, Joshua M. Susskind, Greg Yang

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An Attention Free Transformer


May 28, 2021
Shuangfei Zhai, Walter Talbott, Nitish Srivastava, Chen Huang, Hanlin Goh, Ruixiang Zhang, Josh Susskind

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Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning


May 17, 2021
Yue Wu, Shuangfei Zhai, Nitish Srivastava, Joshua Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh

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* To appear in ICML 2021 

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