Statistical Learning

Persistence Diagrams Estimation of Multivariate Piecewise Hölder-continuous Signals JMLR 2026 PRECISE: Reducing the Bias of LLM Evaluations Using Prediction-Powered Ranking Estimation AAAI 2026 Principled Analysis of Deep Reinforcement Learning Evaluation and Design Paradigms AAAI 2026 Probabilistic Bilingual Subword Segmentation with Latent Subword Alignment EACL 2026 Provable Guarantees For Robust Feature Selection in Sparse Linear Models in High-Dimensions UAI 2026 Provable Subspace Identification of Nonlinear Multi-view CCA UAI 2026 Provably Correct k-Means Clustering of Persistence Diagrams UAI 2026 Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026 Query Decomposition for RAG: Balancing Exploration-Exploitation EACL 2026 Rademacher Complexity for Distributionally Robust Learning AAAI 2026 Ranking Reasoning LLMs under Test-Time Scaling ACL 2026 Recovery thresholds for hidden weighted sparse graphs (extended abstract) COLT 2026 Recursively Enumerably Representable Classes and Computable Versions of the Fundamental Theorem of Statistical Learning COLT 2026 Reducing Alert Fatigue Through AI Ranking: A Deployed Public Health Data Monitoring System AAAI 2026 Risk Comparisons in Linear Regression: Implicit Regularization Dominates Explicit Regularization (Extended Abstract) COLT 2026 Robust Weighted Triangulation of Causal Effects Under Model Uncertainty UAI 2026 Sandwiching Polynomials for Geometric Concepts with Low Intrinsic Dimension COLT 2026 Single-Network Asymptotics for Causal Inference with Partial Network Data UAI 2026 Stable algorithms Lower Bounds for Estimation from MMSE Discontinuities: Extended Abstract COLT 2026 Stable and Adaptive Fusion for Multi-domain Multi-task Recommendation AAAI 2026 Statistical guarantees for denoising reflected diffusion models JMLR 2026 Statistical Learning from Attribution Sets COLT 2026 Statistical Learning Theory for Distributional Classification AAAI 2026 Statistical Learning Theory for Neural Operators JMLR 2026 Statistical Test for Attention in Transformers for Images and Time Series JMLR 2026