Continuous Optimization

Hypothesis Testing for Generalized Thurstone Models ICML 2025 Implicit Bias of Gradient Descent for Non-Homogeneous Deep Networks ICML 2025 Implicit Riemannian Optimism with Applications to Min-Max Problems ICML 2025 Importance Sampling for Nonlinear Models ICML 2025 Improved Algorithms for Effective Resistance Computation on Graphs COLT 2025 Improved algorithms for learning quantum Hamiltonians, via flat polynomials COLT 2025 Improved Learning via k-DTW: A Novel Dissimilarity Measure for Curves ICML 2025 Improved Margin Generalization Bounds for Voting Classifiers COLT 2025 Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance ICML 2025 Improved Sample Complexity for Private Nonsmooth Nonconvex Optimization ICML 2025 Improving Generalization with Flat Hilbert Bayesian Inference ICML 2025 Improving Pareto Set Learning for Expensive Multi-objective Optimization via Stein Variational Hypernetworks AAAI 2025 In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention ICML 2025 Incremental Gradient Descent with Small Epoch Counts is Surprisingly Slow on Ill-Conditioned Problems ICML 2025 In-depth Analysis of Low-rank Matrix Factorisation in a Federated Setting AAAI 2025 Instability, Computational Efficiency and Statistical Accuracy JMLR 2025 Instance-Optimal Pure Exploration for Linear Bandits on Continuous Arms ICML 2025 Integral Fast Fourier Color Constancy CVPR 2025 Inverse Game Theory: An Incenter-Based Approach IJCAI 2025 Inverse Optimization via Learning Feasible Regions ICML 2025 Joint State and Noise Covariance Estimation RSS 2025 Joker: Joint Optimization Framework for Lightweight Kernel Machines ICML 2025 Kernel-based L_2-Boosting with Structure Constraints JMLR 2025 Kinodynamic Trajectory Following with STELA: Simultaneous Trajectory Estimation & Local Adaptation RSS 2025 kNN Attention Demystified: A Theoretical Exploration for Scalable Transformers ICLR 2025