Continuous Optimization

BARK: A Fully Bayesian Tree Kernel for Black-box Optimization ICML 2025 Batch List-Decodable Linear Regression via Higher Moments ICML 2025 Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds ICML 2025 Benefits of Early Stopping in Gradient Descent for Overparameterized Logistic Regression ICML 2025 Beyond Low-rankness: Guaranteed Matrix Recovery via Modified Nuclear Norm IJCAI 2025 Beyond Minimax Rates in Group Distributionally Robust Optimization via a Novel Notion of Sparsity ICML 2025 Beyond propagation of chaos: A stochastic algorithm for mean field optimization COLT 2025 Breaking Barriers: Combinatorial Algorithms for Non-Monotone Submodular Maximization with Sublinear Adaptivity and $1/e$ Approximation ICML 2025 Breaking the $\log(1/\Delta_2)$ Barrier: Better Batched Best Arm Identification with Adaptive Grids ICLR 2025 Building Rome with Convex Optimization RSS 2025 Calibrating Pseudo-Labeling with Class Distribution for Semi-supervised Text Classification EMNLP 2025 Calibrating Video Watch-time Predictions with Credible Prototype Alignment ICML 2025 CamFreeDiff: Camera-free Image to Panorama Generation with Diffusion Model CVPR 2025 Cap-and-Penalize: Competitive Mechanisms for Multi-Phase Regularized Online Allocation IJCAI 2025 Catoni Contextual Bandits are Robust to Heavy-tailed Rewards ICML 2025 Causal Abstraction Learning based on the Semantic Embedding Principle ICML 2025 Causal Logistic Bandits with Counterfactual Fairness Constraints ICML 2025 Center-Based Approximation of a Drifting Distribution ALT 2025 Certifiably Optimal Anisotropic Rotation Averaging ICCV 2025 Characterizing Dependence of Samples along the Langevin Dynamics and Algorithms via Contraction of $Φ$-Mutual Information (Extended Abstract) COLT 2025 Clipped SGD Algorithms for Performative Prediction: Tight Bounds for Stochastic Bias and Remedies ICML 2025 CoffeeBoost: Gradient Boosting Native Conformal Inference for Bayesian Optimization AAAI 2025 Competitively Consistent Clustering ICML 2025 Computational Equivalence of Spiked Covariance and Spiked Wigner Models via Gram-Schmidt Perturbation COLT 2025 Computational Explorations of Total Variation Distance ICLR 2025