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Neurotoxin: Durable Backdoors in Federated Learning



Zhengming Zhang , Ashwinee Panda , Linyue Song , Yaoqing Yang , Michael W. Mahoney , Joseph E. Gonzalez , Kannan Ramchandran , Prateek Mittal

* Appears in ICML 2022 

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All You Need is LUV: Unsupervised Collection of Labeled Images using Invisible UV Fluorescent Indicators



Brijen Thananjeyan , Justin Kerr , Huang Huang , Joseph E. Gonzalez , Ken Goldberg


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Evaluating natural language processing models with generalization metrics that do not need access to any training or testing data



Yaoqing Yang , Ryan Theisen , Liam Hodgkinson , Joseph E. Gonzalez , Kannan Ramchandran , Charles H. Martin , Michael W. Mahoney


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Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning



Lianmin Zheng , Zhuohan Li , Hao Zhang , Yonghao Zhuang , Zhifeng Chen , Yanping Huang , Yida Wang , Yuanzhong Xu , Danyang Zhuo , Joseph E. Gonzalez , Ion Stoica


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Representing Long-Range Context for Graph Neural Networks with Global Attention



Zhanghao Wu , Paras Jain , Matthew A. Wright , Azalia Mirhoseini , Joseph E. Gonzalez , Ion Stoica

* NeurIPS 2021. The first two authors contributed equally to this work 

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Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation



Bichen Wu , Ruizhe Cheng , Peizhao Zhang , Peter Vajda , Joseph E. Gonzalez

* 19 pages, 6 figures 

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The Effect of Model Size on Worst-Group Generalization



Alan Pham , Eunice Chan , Vikranth Srivatsa , Dhruba Ghosh , Yaoqing Yang , Yaodong Yu , Ruiqi Zhong , Joseph E. Gonzalez , Jacob Steinhardt

* The first four authors contributed equally to the work 

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Hindsight Task Relabelling: Experience Replay for Sparse Reward Meta-RL



Charles Packer , Pieter Abbeel , Joseph E. Gonzalez


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Grounded Graph Decoding Improves Compositional Generalization in Question Answering



Yu Gai , Paras Jain , Wendi Zhang , Joseph E. Gonzalez , Dawn Song , Ion Stoica

* To be published in Findings of EMNLP 2021. Code available at https://github.com/gaiyu0/cfq 

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