Mathematics & Optimization

Neural Latent Geometry Search: Product Manifold Inference via Gromov-Hausdorff-Informed Bayesian Optimization NeurIPS 2023 Neural Markov Jump Processes ICML 2023 Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement NeurIPS 2023 Neural Network Accelerated Implicit Filtering: Integrating Neural Network Surrogates With Provably Convergent Derivative Free Optimization Methods ICML 2023 Neural Network Approximations of PDEs Beyond Linearity: A Representational Perspective ICML 2023 Neural Q-learning for solving PDEs JMLR 2023 Neural Simulated Annealing AISTATS 2023 Neural Stochastic Differential Games for Time-series Analysis ICML 2023 NeuroGF: A Neural Representation for Fast Geodesic Distance and Path Queries NeurIPS 2023 New Bounds and Constraint Programming Models for the Weighted Vertex Coloring Problem IJCAI 2023 NLPositionality: Characterizing Design Biases of Datasets and Models ACL 2023 Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate AISTATS 2023 Non-Asymptotic Analysis of a UCB-based Top Two Algorithm NeurIPS 2023 Non-asymptotic convergence bounds for Sinkhorn iterates and their gradients: a coupling approach. COLT 2023 Non-Convex Bilevel Optimization with Time-Varying Objective Functions NeurIPS 2023 Non-Euclidean Motion Planning with Graphs of Geodesically-Convex Sets RSS 2023 Nonlinear Controllability and Function Representation by Neural Stochastic Differential Equations L4DC 2023 Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities ICLR 2023 Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery AISTATS 2023 Nonparametric Density Estimation under Distribution Drift ICML 2023 Nonparametric Extensions of Randomized Response for Private Confidence Sets ICML 2023 Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NeurIPS 2023 Nonstationary Bandit Learning via Predictive Sampling AISTATS 2023 Non-stationary Experimental Design under Linear Trends NeurIPS 2023 Non-stationary Online Learning with Memory and Non-stochastic Control JMLR 2023