Tanmay Gautam

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 14

Top Topics

Computationally Tractable

Convex Formulation

Predictive Control

Top Venues

SIAM J. Math. Data Sci.

Publications

Tanmay Gautam, Youngsuk Park, Hao Zhou, Parameswaran Raman, Wooseok Ha
Variance-reduced Zeroth-Order Methods for Fine-Tuning Language Models. CoRR (2024)
Samuel Pfrommer, Yatong Bai, Tanmay Gautam, Somayeh Sojoudi
Ranking Manipulation for Conversational Search Engines. CoRR (2024)
Tanmay Gautam, Reid Pryzant, Ziyi Yang, Chenguang Zhu, Somayeh Sojoudi
Soft convex quantization: revisiting Vector Quantization with convex optimization. L4DC (2024)
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)