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NeurIPS 2026The University of Hong KongU BirminghamU SydneyOptimization

Generalization Analysis of Biased Stochastic Gradient Methods for Minimax Problems

Shuang Zeng, Yunwen Lei, Yiming Ying

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightPekingOptimization

How Can SignSGD Outperform SGD? A Functional Scaling Law Perspective

Zilin Wang, Binghui Li, Jia-Nan Wang, Lean Wang and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Google DeepMindOptimization

High dimensional theory of two-phase optimizers

Atish Agarwala

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026New YorkOptimization

On the Last-Iterate Convergence of Clipped Gradient Methods

Zijian Liu

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Maryland, College ParkU MarylandOptimization

Diversity Maximization: Algorithms for Distant $k$-Subsets

Shayan C Jahan, Hamed Abdi, Ali Ahmadi, Javier Marinković and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Boston University, BostonCelonisUniversität KölnNational Institute of InformaticOptimization

Stable Max Coverage Under a Cardinality Constraint

Themistoklis Haris, Fabian Spaeh, Nithin Varma, Yuichi Yoshida

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Rheinisch Westfälische TechnischRWTH AachenOptimization

Scalable Supervised Optimal Transport of Gaussian Mixture Models

Damin Kühn, Michael T Schaub

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TianjinTsinghua University, TsinghuaTsinghuaKyotoOptimization

Reliable Clustering and Quantization via Distortion-Constrained Optimal Transport

Tianhao Wu, Wei Zhang, Haoran Pang, Haoran YANG and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightU Texas at DallasNew Jersey Institute of TechnoloThe University of Texas at DallaUT DallasUTDallasOptimization

Neural Dual Bounds: Valid-by-Construction JGLP Warm-Starts for MAP and Constrained MAP

Akshay Vyas, Shivvrat Arya, Brij Malhotra, Tahrima Rahman and 2 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Texas at AustinUT AustinCarnegie MellonUCLAGoogle DeepMindOptimization

Optimizing Analytic Constants via AI-Guided Lean Proof Refinement

Rahul Saha, Alan Li, Anton Xue, Adam Klivans and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026PekingOptimization

Query Lower Bounds for Approximating the Top Eigenvector of Asymmetric Matrices

Kun Chen, Zhihua Zhang

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Illinois Urbana ChampaignU Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignUIUCOptimization

GEAR: A GPU-Accelerated Global Solver for Nonlinear Programs via Linear Bound Propagation

Duo Zhou, Hesun Chen, Xiangru Zhong, Grani A. Hanasusanto and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Iowa State UniveristyIowa StateIowa state universityOptimization

Differentiable Range-Partition Entropy for Entropy-Sensitive Geometric Algorithms

Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026East China NormalEast China Normal UniveristyOptimization

Fully First-Order Algorithms for Online Non-Convex Bilevel Optimization

Tingkai Jia, Ting Wang, Cheng Chen

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026IST AustriaISTALondon School of Economics and PDartmouth CollegeOptimization

Algorithms for Linear Equations with Min and Max Operators Under (Absolutely) Halting Condition

Krishnendu Chatterjee, Ruichen Luo, Raimundo Saona, Jakub Svoboda

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ISTACISPACISPA Helmholtz CenterOptimization

Efficient Algorithms for Distributed Saddle Problems

Ruichen Luo, Anton Rodomanov, Sebastian Stich

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026CREST/ENSAEGENES-CREST/ENSAEImperial College LondonOptimization

Gibbs Gradient Descent: A Langevin Approach to Optimization

Oussama Zekri, Anna Korba, Nicolas Boulle

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026ShanghaiTechOptimization

Sparse blind deconvolution via thresholded Wirtinger flow

Mengting Chen, Haitong Lan, Ziping Zhao

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralNortheasternUC BerkeleyU HoustonOptimization

The Power of a Random Sample in Online Algorithms

Omer Wasim, Sami Davies, Shallu Tomer, Rathish Das

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Inria GrenobleToulouse School of EconomicsCNRSINRIAOptimization

On Generalization in Bilevel Optimization with Overparameterized Models

Fares El Khoury, Edouard Pauwels, Samuel Vaiter, Michael Arbel

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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