Preventing Model Extraction in Contextual Linear Optimization
1 version
TL
Tianyi Lin
math.OCcs.LGstat.MLcs.DScs.GTcs.CCstat.COcs.AIcond-mat.mtrl-scics.CY
On Valency
published · living versionsPreprints & journals
48 papers in the corpus · 2013–2026How AI Aggregation Affects Knowledge
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A Direct Second-Order Method for Solving Two-Player Zero-Sum Games
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SciTS: Scientific Time Series Understanding and Generation with LLMs
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Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization
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Cascaded Heteroporous Nanocomposites for Thermo-Adaptive Passive Radiation Cooling.
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Adaptive, Doubly Optimal No-Regret Learning in Strongly Monotone and Exp-Concave Games with Gradient Feedback
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A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport
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Last-Iterate Convergence of Adaptive Riemannian Gradient Descent for Equilibrium Computation
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Deterministic Nonsmooth Nonconvex Optimization
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Explicit Second-Order Min-Max Optimization: Practical Algorithms and Complexity Analysis
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On the Complexity of Deterministic Nonsmooth and Nonconvex Optimization
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A Continuous-Time Perspective on Global Acceleration for Monotone Equation Problems
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Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback
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Perseus: A Simple and Optimal High-Order Method for Variational Inequalities
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First-Order Algorithms for Nonlinear Generalized Nash Equilibrium Problems
12 citations
Doubly Optimal No-Regret Online Learning in Strongly Monotone Games with Bandit Feedback
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Monotone Inclusions, Acceleration and Closed-Loop Control
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Fast Distributionally Robust Learning with Variance Reduced Min-Max Optimization
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A Variational Inequality Approach to Bayesian Regression Games
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New Proximal Newton-Type Methods for Convex Optimization
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On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification
25 citations
Projection Robust Wasserstein Distance and Riemannian Optimization
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Finite-Time Last-Iterate Convergence for Multi-Agent Learning in Games
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Fixed-Support Wasserstein Barycenters: Computational Hardness and Fast Algorithm
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Near-Optimal Algorithms for Minimax Optimization
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A Control-Theoretic Perspective on Optimal High-Order Optimization
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On the Complexity of Approximating Multimarginal Optimal Transport
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On Gradient Descent Ascent for Nonconvex-Concave Minimax Problems
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On the Efficiency of Entropic Regularized Algorithms for Optimal Transport
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On Structured Filtering-Clustering: Global Error Bound and Optimal First-Order Algorithms
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On Efficient Optimal Transport: An Analysis of Greedy and Accelerated Mirror Descent Algorithms
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A Unified Adaptive Tensor Approximation Scheme to Accelerate Composite Convex Optimization
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Sparsemax and Relaxed Wasserstein for Topic Sparsity
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Improved Sample Complexity for Stochastic Compositional Variance Reduced Gradient
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An ADMM-Based Interior-Point Method for Large-Scale Linear Programming
42 citations
Accelerating Adaptive Cubic Regularization of Newton's Method via Random Sampling
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Improved Oracle Complexity of Variance Reduced Methods for Nonsmooth Convex Stochastic Composition Optimization
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On the Iteration Complexity Analysis of Stochastic Primal-Dual Hybrid Gradient Approach with High Probability
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A Unified Scheme to Accelerate Adaptive Cubic Regularization and Gradient Methods for Convex Optimization
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Stochastic Primal-Dual Proximal ExtraGradient Descent for Compositely Regularized Optimization
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Relaxed Wasserstein with Applications to GANs
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Ferromagnetic resonance study of composite Co/Ni - FeCoB free layers with perpendicular anisotropy
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Structured Nonconvex and Nonsmooth Optimization: Algorithms and Iteration Complexity Analysis
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Distributed Linearized Alternating Direction Method of Multipliers for Composite Convex Consensus Optimization
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Global Convergence of Unmodified 3-Block ADMM for a Class of Convex Minimization Problems
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Iteration Complexity Analysis of Multi-Block ADMM for a Family of Convex Minimization without Strong Convexity
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On the Global Linear Convergence of the ADMM with Multi-Block Variables
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An Extragradient-Based Alternating Direction Method for Convex Minimization
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