Mathematics & Optimization

GFPack++: Attention-Driven Gradient Fields for Optimizing 2D Irregular Packing ICCV 2025 Global Contact-Rich Planning with Sparsity-Rich Semidefinite Relaxations RSS 2025 Global Convergence in Neural ODEs: Impact of Activation Functions ICLR 2025 Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025 Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization ICLR 2025 Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation AISTATS 2025 Global Optimization with a Power-Transformed Objective and Gaussian Smoothing ICML 2025 Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025 GPU-Accelerated Parallel Bilevel Optimization for Roubst 6G ISAC AAAI 2025 Gradient-Adaptive Policy Optimization: Towards Multi-Objective Alignment of Large Language Models ACL 2025 Gradient Descent Converges Arbitrarily Fast for Logistic Regression via Large and Adaptive Stepsizes ICML 2025 Gradient Equilibrium in Online Learning: Theory and Applications JMLR 2025 Gradient Methods with Online Scaling COLT 2025 Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025 GraphProt: Certified Black-Box Shielding Against Backdoored Graph Models IJCAI 2025 Graph Random Walk with Feature-Label Space Alignment: A Multi-Label Feature Selection Method IJCAI 2025 GRICP: Granular-Ball Iterative Closest Point with Multikernel Correntropy for Point Cloud Fine Registration AAAI 2025 Grokking at the Edge of Linear Separability ICML 2025 Gromov-Wasserstein Problem with Cyclic Symmetry CVPR 2025 Guarantees of a Preconditioned Subgradient Algorithm for Overparameterized Asymmetric Low-rank Matrix Recovery ICML 2025 Guided Zeroth-Order Methods for Stochastic Non-convex Problems with Decision-Dependent Distributions ICML 2025 Gumbel Reranking: Differentiable End-to-End Reranker Optimization ACL 2025 HA/TCP: A Reliable and Scalable Framework for TCP Network Functions NSDI 2025 Hazard Function Guided Agent-Based Models: A Case Study of Return Migration from Poland to Ukraine IJCAI 2025 HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs ICML 2025