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Behind the scenes of gradient descent: A trajectory analysis via basis function decomposition

Published in ICLR 2023, 2022

Neural networks monotonically learn towards properly chosen basis functions!

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Progressively Sampled Equality-Constrained Optimization

Published in , 2025

winner of 2026 Van Hoesen Family Best Publication Competition

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A Local-Linearly Convergent Algorithm for Nonconvex Equality-Constrained Optimization

Published in , 2026

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A Quadratic Penalty Method for Nonconvex Stochastic Constrained Optimization

Published in working paper, 2026

Paper under working while I tried my best to ensure that it is mathematically self-contained and rigorous.

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Progressively Sampled Equality-Constrained Optimization

Published: June 18, 2025

Progressively Sampled Equality-Constrained Optimization

Published: October 28, 2025

Progressively Sampled Equality-Constrained Optimization

Published: November 11, 2025

A Subproblem Solver for Progressively Sampled Equality-Constrained Optimization: New Results for Fletcher’s Augmented Lagrangian Function

Published: June 02, 2026

A Quadratic Penalty Algorithm for Constrained Optimization with Nonconvex Stochastic Constraints

Published: August 18, 2026

ISE 251 Production and Inventory Control

Undergraduate course, Lehigh University, ISE, 2025

Being a teaching assistant for a class of ~ 50 amazing students!