Mathematics & Optimization

Neural Solver Selection for Combinatorial Optimization ICML 2025 Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) AAAI 2025 New Algorithms for #2-SAT and #3-SAT IJCAI 2025 New Bounds for Sparse Variational Gaussian Processes ICML 2025 New Lower Bounds for Non-Convex Stochastic Optimization through Divergence Decomposition COLT 2025 New Sequence-Independent Lifting Techniques for Cover Inequalities and When They Induce Facets IJCAI 2025 Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing ICLR 2025 Noise May Drown Out Words but Foster Compositionality: The Advantage of the Erasure and Deletion Noisy Channels on Emergent Communication IJCNLP 2025 Noisy Computing of the Threshold Function ALT 2025 Noisy Low-Rank Matrix Completion via Transformed L_1 Regularization and its Theoretical Properties AISTATS 2025 Noisy SIGNSGD Is More Differentially Private Than You (Might) Think ICML 2025 Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson–Romberg Extrapolation ICLR 2025 Non-Asymptotic and Non-Lipschitzian Bounds on Optimal Values in Stochastic Optimization Under Heavy Tails ICML 2025 Non-asymptotic Error Bounds in W_2-Distance with Sqrt(d) Dimension Dependence and First Order Convergence for Langevin Monte Carlo beyond Log-Concavity ICML 2025 Non-Asymptotic Length Generalization ICML 2025 Nonconvex Linear System Identification with Minimal State Representation L4DC 2025 Non-convex matrix sensing: Breaking the quadratic rank barrier in the sample complexity Extended Abstract COLT 2025 Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning JMLR 2025 Nonconvex Stochastic Optimization under Heavy-Tailed Noises: Optimal Convergence without Gradient Clipping ICLR 2025 Non-Convex Tensor Recovery from Local Measurements AAAI 2025 Nonconvex Theory of M-estimators with Decomposable Regularizers ICML 2025 Non-Equilibrium Dynamics of Hybrid Continuous-Discrete Ground-State Sampling ICLR 2025 Non-Euclidean High-Order Smooth Convex Optimization Extended Abstract COLT 2025 Nonlinearly Preconditioned Gradient Methods under Generalized Smoothness ICML 2025 Non-Monetary Mechanism Design without Distributional Information: Using Scarce Audits Wisely (Extended Abstract) COLT 2025