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Continuous Optimization

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A Continuous-time Tractable Model for Present-biased Agents AAAI 2025
Fair Division via the Cake-Cutting Share AAAI 2025
Densest k-Subgraph Mining via a Provably Tight Relaxation AAAI 2025
GenAuction: A Generative Auction for Online Advertising AAAI 2025
Optimizing Label Assignment for Weakly Supervised Person Search AAAI 2025
A Complete Algorithm for Optimization Modulo Nonlinear Real Arithmetic AAAI 2025
DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning AAAI 2025
A Bayesian Optimization Approach to Machine Translation Reranking NAACL 2025
Optimal Transport on Categorical Data for Conterfactuals Using Compositional Data and Dirichlet Transport IJCAI 2025
Efficient Differentiable Approximation of Generalized Low-rank Regularization IJCAI 2025
SIFAR: A Simple Faster Accelerated Variance-Reduced Gradient Method IJCAI 2025
Escaping Saddle Point Efficiently in Minimax and Bilevel Optimizations IJCAI 2025
On the Power of Optimism in Constrained Online Convex Optimization IJCAI 2025
Large-Scale Trade-Off Curve Computation for Incentive Allocation with Cardinality and Matroid Constraints IJCAI 2025
Faster Double Adaptive Gradient Methods AAAI 2025
Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario Reduction JMLR 2025
Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity JMLR 2025
Optimal Functional Bilinear Regression with Two-dimensional Functional Covariates via Reproducing Kernel Hilbert Space JMLR 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025
Optimal Decentralized Composite Optimization for Strongly Convex Functions JMLR 2025
Geometric Operator Learning with Optimal Transport JMLR 2025
The Z-Gromov-Wasserstein Distance JMLR 2025
Second-order Information Promotes Mini-Batch Robustness in Variance-Reduced Gradients JMLR 2025
Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities JMLR 2025
Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles JMLR 2025