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Heavy-tailed Streaming Statistical Estimation



Che-Ping Tsai , Adarsh Prasad , Sivaraman Balakrishnan , Pradeep Ravikumar


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On Proximal Policy Optimization's Heavy-tailed Gradients



Saurabh Garg , Joshua Zhanson , Emilio Parisotto , Adarsh Prasad , J. Zico Kolter , Sivaraman Balakrishnan , Zachary C. Lipton , Ruslan Salakhutdinov , Pradeep Ravikumar

* Pre-print 

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Robust Linear Regression: Optimal Rates in Polynomial Time



Ainesh Bakshi , Adarsh Prasad

* Extending lower bounds to all values of k and improving exposition 

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Learning Minimax Estimators via Online Learning



Kartik Gupta , Arun Sai Suggala , Adarsh Prasad , Praneeth Netrapalli , Pradeep Ravikumar

* 60 pages. Under review 

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A Unified Approach to Robust Mean Estimation



Adarsh Prasad , Sivaraman Balakrishnan , Pradeep Ravikumar

* 51 pages, 6 figures 

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On Adversarial Risk and Training



Arun Sai Suggala , Adarsh Prasad , Vaishnavh Nagarajan , Pradeep Ravikumar


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Robust Estimation via Robust Gradient Estimation



Adarsh Prasad , Arun Sai Suggala , Sivaraman Balakrishnan , Pradeep Ravikumar

* 48 pages, 5 figures 

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Submodular meets Structured: Finding Diverse Subsets in Exponentially-Large Structured Item Sets



Adarsh Prasad , Stefanie Jegelka , Dhruv Batra


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