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Quanqi Hu

Provable Optimization for Adversarial Fair Self-supervised Contrastive Learning

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Jun 09, 2024
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Single-loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions

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May 30, 2024
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Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization

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Oct 05, 2023
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Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel Optimization

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Jun 02, 2023
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Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization

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May 19, 2023
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Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization

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Jun 01, 2022
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Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence

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Apr 06, 2022
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