Mathematics & Optimization

Neur2SP: Neural Two-Stage Stochastic Programming NeurIPS 2022 Neural Approximation of Graph Topological Features NeurIPS 2022 Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold NeurIPS 2022 Neural Estimation of Submodular Functions with Applications to Differentiable Subset Selection NeurIPS 2022 Neural graphical modelling in continuous-time: consistency guarantees and algorithms ICLR 2022 Neural Laplace: Learning diverse classes of differential equations in the Laplace domain ICML 2022 Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees NeurIPS 2022 Neural Markov Controlled SDE: Stochastic Optimization for Continuous-Time Data ICLR 2022 Neural Payoff Machines: Predicting Fair and Stable Payoff Allocations Among Team Members NeurIPS 2022 Neural Piecewise-Constant Delay Differential Equations AAAI 2022 Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions NeurIPS 2022 Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs NeurIPS 2022 Neural Stochastic Dual Dynamic Programming ICLR 2022 Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization ICML 2022 NeuroSchedule: A Novel Effective GNN-based Scheduling Method for High-level Synthesis NeurIPS 2022 New Coresets for Projective Clustering and Applications AISTATS 2022 New Insights for the Multivariate Square-Root Lasso JMLR 2022 New Projection-free Algorithms for Online Convex Optimization with Adaptive Regret Guarantees COLT 2022 Noise Robust Core-stable Coalitions of Hedonic Games ACML 2022 Noisy L0-sparse subspace clustering on dimensionality reduced data UAI 2022 Noisy Riemannian Gradient Descent for Eigenvalue Computation with Application to Inexact Stochastic Recursive Gradient Algorithm ACML 2022 Non-asymptotic and Accurate Learning of Nonlinear Dynamical Systems JMLR 2022 Non-Convex Bilevel Games with Critical Point Selection Maps NeurIPS 2022 Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022 Non-convex online learning via algorithmic equivalence NeurIPS 2022