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



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

* Removed Tex formatting commands in title Title and Abstract 

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Learning Representation from Neural Fisher Kernel with Low-rank Approximation



Ruixiang Zhang , Shuangfei Zhai , Etai Littwin , Josh Susskind


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



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

* 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



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



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


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An Attention Free Transformer



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



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

* To appear in ICML 2021 

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MetricOpt: Learning to Optimize Black-Box Evaluation Metrics



Chen Huang , Shuangfei Zhai , Pengsheng Guo , Josh Susskind

* CVPR 2021 (Oral), Supplementary Materials added 

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On the generalization of learning-based 3D reconstruction



Miguel Angel Bautista , Walter Talbott , Shuangfei Zhai , Nitish Srivastava , Joshua M Susskind


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Set Distribution Networks: a Generative Model for Sets of Images



Shuangfei Zhai , Walter Talbott , Miguel Angel Bautista , Carlos Guestrin , Josh M. Susskind


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