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20212026
most citedWarm-Started QAOA with Custom Mixers Provably Converges and Computationally Beats Goemans-Williamson's Max-Cut at Low Circuit Depths

40 citations · 40 across the 8 of their papers we have counts for

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math.OC2026

When is a better LLM worth paying for? Stochastic Optimization with Switching Mixed-Fidelity Oracles

Swati Gupta, Tianjiao Li

Large language models (LLMs) are increasingly used upstream of decision-making to clean data, detect label errors, and reconstruct missing values. Yet LLM-assisted data curation cr…

math.OC2026

Block-Norm Geometries for Online Mirror Descent with Sparse Losses

Swati Gupta, Jai Moondra, Mohit Singh

The performance of online mirror descent depends critically on the geometry induced by its mirror map, yet standard algorithms largely rely on two canonical choices: Euclidean and…