Statistical Learning

Fast Conformal Prediction Using Conditional Interquantile Intervals AAAI 2026 Forest vs Tree: The (N, K) Trade-off in Reproducible ML Evaluation AAAI 2026 GCA: Geometry-aware Conditional Alignment for Partial Domain Adaptation with Coding Rate Reduction AAAI 2026 Generalized Distribution-Free Semi-Supervised Learning with Risk Rewrite UAI 2026 Generalizing Analogical Inference from Boolean to Continuous Domains AAAI 2026 Group-realizable multi-group learning by minimizing empirical risk ALT 2026 High-Dimensional Gaussian Mean Estimation under Realizable Contamination COLT 2026 How fast can you find a good hypothesis? COLT 2026 How Many Ratings per Item are Necessary for Reliable Significance Testing? EACL 2026 HyperLoad: A Cross-Modality Enhanced Large Language Model-Based Framework for Green Data Center Cooling Load Prediction AAAI 2026 Inference with non-differentiable surrogate loss in a general high-dimensional classification framework JMLR 2026 Information-computation gaps in quantum learning via low-degree likelihood COLT 2026 Information-Theoretic Thresholds for Bipartite Latent-Space Graphs Under Noisy Observations COLT 2026 Instrumental variables system identification with L^p consistency L4DC 2026 Integral-based Knockoffs Inference for Partially Linear Models AAAI 2026 Is Multi-Distribution Learning as Easy as PAC Learning: Sharp Rates with Bounded Label Noise COLT 2026 Kernel-based Distributed Learning JMLR 2026 Language Models Do Not Embed Numbers Continuously (Student Abstract) AAAI 2026 Learning control variables and instruments for causal analysis in observational data CLeaR 2026 Learning from Synthetic Data: Limitations of ERM ALT 2026 Learning general conditional independence structures via the neighbourhood lattice JMLR 2026 Learning plug-in surrogate endpoints for randomized experiments UAI 2026 Learning with Simulators: No Regret in a Computationally Bounded World COLT 2026 Limitations of SGD for Multi-Index Models Beyond Statistical Queries COLT 2026 Linear Regression under Missing or Corrupted Coordinates COLT 2026