Quanqi Hu
6 papers · 2022–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (2) π Cross-Pollinator (9)
πΊοΈ
Taxonomy Completionist
(17)
Conferences
ICML (3)
NIPS (3)
Top co-authors
Keywords
stochastic optimization
(4)
bilevel optimization
(3)
compositional optimization
(2)
min-max optimization
(2)
stochastic gradient
(2)
stochastic algorithm
(2)
convex optimization
(1)
self-supervised learning
(1)
deep learning
(1)
variance reduction
(1)
strongly convex
(1)
parallel speedup
(1)
distributionally robust optimization
(1)
convergence guarantee
(1)
stationary point
(1)
non-smooth optimization
(1)
imbalanced datum
(1)
weakly convex optimization
(1)
moreau envelope
(1)
difference of convex function
(1)
Papers
Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions
NIPS 2024
Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization
NIPS 2023
Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel Optimization
ICML 2023
Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization
ICML 2023
Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization
NIPS 2022
Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence
ICML 2022