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List of works by Jerry Li

Byzantine Stochastic Gradient Descent ⬇️

Communication-Efficient Distributed Learning of Discrete Distributions ⬇️

scientific article published in January 2017

Learning Structured Distributions From Untrusted Batches: Faster and Simpler ⬇️

scientific article published in November 2020

Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers ⬇️

scholarly article by Hadi Salman et al published 2019 in Advances in Neural Information Processing Systems 32

QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding ⬇️

scientific article published in January 2017

Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection ⬇️

Quantum advantage in learning from experiments

scientific article published on 10 June 2022

Robust Gaussian Covariance Estimation in Nearly-Matrix Multiplication Time ⬇️

scientific article published in November 2020

Robust Sub-Gaussian Principal Component Analysis and Width-Independent Schatten Packing ⬇️

Robust and Heavy-Tailed Mean Estimation Made Simple, via Regret Minimization ⬇️

scientific article published in November 2020

Spectral Signatures in Backdoor Attacks ⬇️

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