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Tanmay Gautam
Publication Activity (10 Years)
Years Active: 2021-2023
Publications (10 Years): 11
Top Topics
Convex Formulation
Machine Learning Models
Chance Constrained Programming
Model Predictive Control
Top Venues
CoRR
CDC
L4DC
ACC
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Publications
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Tanmay Gautam
,
Samuel Pfrommer
,
Somayeh Sojoudi
Meta-Learning Parameterized First-Order Optimizers using Differentiable Convex Optimization.
CoRR
(2023)
Tanmay Gautam
,
Samuel Pfrommer
,
Somayeh Sojoudi
Meta-Learning Parameterized First-Order Optimizers Using Differentiable Convex Optimization.
CDC
(2023)
Yatong Bai
,
Tanmay Gautam
,
Somayeh Sojoudi
Efficient Global Optimization of Two-Layer ReLU Networks: Quadratic-Time Algorithms and Adversarial Training.
SIAM J. Math. Data Sci.
5 (2) (2023)
Tanmay Gautam
,
Reid Pryzant
,
Ziyi Yang
,
Chenguang Zhu
,
Somayeh Sojoudi
Soft Convex Quantization: Revisiting Vector Quantization with Convex Optimization.
CoRR
(2023)
Samuel Pfrommer
,
Tanmay Gautam
,
Alec Zhou
,
Somayeh Sojoudi
Safe Reinforcement Learning with Chance-constrained Model Predictive Control.
L4DC
(2022)
Yatong Bai
,
Tanmay Gautam
,
Somayeh Sojoudi
Efficient Global Optimization of Two-layer ReLU Networks: Quadratic-time Algorithms and Adversarial Training.
CoRR
(2022)
Tanmay Gautam
,
Brendon G. Anderson
,
Somayeh Sojoudi
,
Laurent El Ghaoui
A Sequential Greedy Approach for Training Implicit Deep Models.
CDC
(2022)
Yatong Bai
,
Tanmay Gautam
,
Yu Gai
,
Somayeh Sojoudi
Practical Convex Formulations of One-hidden-layer Neural Network Adversarial Training.
ACC
(2022)
Brendon G. Anderson
,
Tanmay Gautam
,
Somayeh Sojoudi
An Overview and Prospective Outlook on Robust Training and Certification of Machine Learning Models.
CoRR
(2022)
Samuel Pfrommer
,
Tanmay Gautam
,
Alec Zhou
,
Somayeh Sojoudi
Safe Reinforcement Learning with Chance-constrained Model Predictive Control.
CoRR
(2021)
Yatong Bai
,
Tanmay Gautam
,
Yu Gai
,
Somayeh Sojoudi
Practical Convex Formulation of Robust One-hidden-layer Neural Network Training.
CoRR
(2021)