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Sanjam Garg

2 accepted papers

2022

Overparameterization from Computational Constraints

NeurIPS 2022accept

Overparameterized models with millions of parameters have been hugely successful. In this work, we ask: can the need for large models be, at least in part, due to the \emph{computational} limitations of the learner? Additionally, we ask, is this situation exacerbated for \emph{robust} learning? We…

Cited by 3SourcePDFScholar
2021

A Separation Result Between Data-oblivious and Data-aware Poisoning Attacks

NeurIPS 2021poster

Poisoning attacks have emerged as a significant security threat to machine learning algorithms. It has been demonstrated that adversaries who make small changes to the training set, such as adding specially crafted data points, can hurt the performance of the output model. Most of these attacks requ…

Cited by 3SourcePDFScholar