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Career

· Assistant Professor, MIT Department of Electrical Engineering and Computer Science (EECS)2021–

Publications (25)

The Marginal Value of Adaptive Gradient Methods in Machine Learning
Neural Information Processing Systems · 2017
1,114
cited
A variational perspective on accelerated methods in optimization
Proceedings of the National Academy of Sciences of the United States of America · 2016
619
cited
Streaming Variational Bayes
Neural Information Processing Systems · 2013
360
cited
A Lyapunov Analysis of Momentum Methods in Optimization
arXiv.org · 2016
234
cited
A Lyapunov Analysis of Accelerated Methods in Optimization
Journal of machine learning research · 2021
143
cited
On Symplectic Optimization
2018
98
cited
The disparate equilibria of algorithmic decision making when individuals invest rationally
FAT* · 2019
76
cited
Algorithms that Approximate Data Removal: New Results and Limitations
Neural Information Processing Systems · 2022
44
cited
Posteriors, conjugacy, and exponential families for completely random measures
Bernoulli · 2014
42
cited
Accelerating Rescaled Gradient Descent: Fast Optimization of Smooth Functions
Neural Information Processing Systems · 2019
39
cited
Breaking Locality Accelerates Block Gauss-Seidel
International Conference on Machine Learning · 2017
34
cited
Lyapunov Arguments in Optimization
2018
34
cited
On Accelerated Methods in Optimization
2015
29
cited
Approximate Cross-validation: Guarantees for Model Assessment and Selection
International Conference on Artificial Intelligence and Statistics · 2020
27
cited
Accelerated Stochastic Optimization Methods under Quasar-convexity
International Conference on Machine Learning · 2023
10
cited
Multilevel Optimization for Inverse Problems
Annual Conference Computational Learning Theory · 2022
6
cited
Algorithmic Pluralism: A Structural Approach Towards Equal Opportunity
arXiv.org · 2023
4
cited
Bridging Prediction and Intervention Problems in Social Systems
arXiv.org · 2025
4
cited
LLM Output Homogenization is Task Dependent
arXiv.org · 2025
3
cited
Sufficient conditions for non-asymptotic convergence of Riemannian optimisation methods
2022
1
cited
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