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20222025
most citedNot All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization

4 citations · 9 across the 9 of their papers we have counts for

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cs.LG2025

Learning to Rank with Top- Fairness

Boyang Zhang, Quanqi Hu, Mingxuan Sun +2

Fairness in ranking models is crucial, as disparities in exposure can disproportionately affect protected groups. Most fairness-aware ranking systems focus on ensuring comparable a…

cs.LG2025

Stochastic Momentum Methods for Non-smooth Non-Convex Finite-Sum Coupled Compositional Optimization

Xingyu Chen, Bokun Wang, Ming Yang +2

Finite-sum Coupled Compositional Optimization (FCCO), characterized by its coupled compositional objective structure, emerges as an important optimization paradigm for addressing a…

cs.LG2025

Single-loop Algorithms for Stochastic Non-convex Optimization with Weakly-Convex Constraints

Ming Yang, Gang Li, Quanqi Hu +2

Constrained optimization with multiple functional inequality constraints has significant applications in machine learning. This paper examines a crucial subset of such problems whe…