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Statistical Learning

4076 directly classified papers

Papers per year

Papers

Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026
Principled Analysis of Deep Reinforcement Learning Evaluation and Design Paradigms AAAI 2026
Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026
GCA: Geometry-aware Conditional Alignment for Partial Domain Adaptation with Coding Rate Reduction AAAI 2026
Statistical Learning Theory for Distributional Classification AAAI 2026
HyperLoad: A Cross-Modality Enhanced Large Language Model-Based Framework for Green Data Center Cooling Load Prediction AAAI 2026
Integral-based Knockoffs Inference for Partially Linear Models AAAI 2026
UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective AAAI 2026
A Natural-Gradient Approach for Nonlinear Stochastic Systems with Parameter Uncertainty AAAI 2026
NGTM: Substructure-based Neural Graph Topic Model for Interpretable Graph Generation AAAI 2026
Variance Reduction via Resampling and Experience Replay AAAI 2026
Cost-Sensitive Conformal Training with Provably Controllable Learning Bounds AAAI 2026
Generalizing Analogical Inference from Boolean to Continuous Domains AAAI 2026
Syllable Structures Across Arabic Varieties EACL 2026
Probabilistic Bilingual Subword Segmentation with Latent Subword Alignment EACL 2026
Stable and Adaptive Fusion for Multi-domain Multi-task Recommendation AAAI 2026
The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026
On the Information Processing of One-Dimensional Wasserstein Distances with Finite Samples AAAI 2026
UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge AAAI 2026
Empirical Evaluation of Loss Masking to Selectively Prevent Memorization ACL 2025
ERM++: An Improved Baseline for Domain Generalization WACV 2025
Deterministic Object Pose Confidence Region Estimation ICCV 2025
Fractal Calibration for Long-tailed Object Detection CVPR 2025
CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts ICCV 2025
Open Set Label Shift with Test Time Out-of-Distribution Reference CVPR 2025