Shuvomoy Das Gupta

Shuvomoy Das Gupta is a fourth-year Ph.D. student at the MIT Operations Research Center. His research focuses on developing efficient algorithms for large-scale optimization and machine learning.

Talks:

15:40 UTC

Constructing Optimal Optimization Methods using BnB-PEP

07/28/2023, 3:40 PM3:50 PM UTC
32-155

We present the Branch-and-Bound Performance Estimation Programming (BnB-PEP), a unified methodology for constructing optimal first-order methods for convex and nonconvex optimization. BnB-PEP poses the problem of finding the optimal optimization method as a nonconvex but practically tractable quadratically constrained quadratic optimization problem and solves it to certifiable global optimality using a customized branch-and-bound algorithm.

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ASML

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Pumas AIQuEra Computing Inc.Relational AIJeffrey Sarnoff

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Jolin.ioBeacon BiosignalsMIT CSAILBoeing

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NAWA

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