Machine Learning

OptiHive: Ensemble Selection for LLM-Based Optimization via Statistical Modeling AAAI 2026 Optimal Bounds for Tyler’s M-Estimator for Elliptical Distributions ALT 2026 Optimal Conformal Prediction under Epistemic Uncertainty UAI 2026 Optimal control of the future via prospective learning with control L4DC 2026 Optimal Inference Schedules for Masked Diffusion Models COLT 2026 Optimal L2 Regularization in High-dimensional Continual Linear Regression ALT 2026 Optimal Learning Rate Schedules under Functional Scaling Laws: Power Decay and Warmup–Stable–Decay (Extended Abstract) COLT 2026 Optimal Look-back Horizon for Time Series Forecasting in Federated Learning AAAI 2026 Optimal Neural Network Approximation of Smooth Compositional Functions on Sets with Low Intrinsic Dimension COLT 2026 Optimal Prediction-Augmented Algorithms for Testing Independence of Distributions COLT 2026 Optimal Reconstruction from Linear Queries COLT 2026 Optimal Sample Complexity Lower Bounds on Conditional Independence Testing COLT 2026 Optimal Transport for Rectified Flow Image Editing: Unifying Inversion-Based and Direct Methods WACV 2026 Optimal Variance-Dependent Regret Bounds for Infinite-Horizon MDPs COLT 2026 Optimisation Problems in Constrained Machine Learning AAAI 2026 Optimism Stabilizes Thompson Sampling for Adaptive Inference COLT 2026 Optimization and Generalization of Gradient Descent for Shallow ReLU Networks with Minimal Width JMLR 2026 Optimization and Robustness-Informed Membership Inference Attacks for LLMs AAAI 2026 Optimization Method for Surrogate Function in Spiking Neural Networks Based on Membrane Potential Distribution AAAI 2026 Optimized Algorithms for Text Clustering with LLM-Generated Constraints AAAI 2026 Optimizer Choice and Calibration for QARiB on Arabic-Script Social Media Offensive Language Detection EACL 2026 Optimizing against Infeasible Inclusions from Data for Semantic Segmentation through Morphology WACV 2026 Optimizing Health Coverage in Ethiopia: A Learning-augmented Approach and Persistent Proportionality Under an Online Budget AAAI 2026 Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design UAI 2026 Optimizing LoRA Allocation of MoE with the Alignment of Topic Correlation AAAI 2026