Statistical Learning

Syllable Structures Across Arabic Varieties EACL 2026 Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026 Testing Noise Assumptions of Learning Algorithms COLT 2026 The Distribution of Ridgeless Least Squares Interpolators JMLR 2026 The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026 The Monotonicity of the Franz–Parisi Potential Is Equivalent to Low-Degree MMSE Lower Bounds: Extended Abstract COLT 2026 The Price of Valid Inference After Causal Discovery UAI 2026 Tight list replicability bounds via a novel sphere covering theorem COLT 2026 UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge AAAI 2026 Uniform Convergence Beyond Glivenko-Cantelli ALT 2026 UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective AAAI 2026 Variance reduction combining pre-experiment and in-experiment data CLeaR 2026 Variance Reduction via Resampling and Experience Replay AAAI 2026 When Can We Trust LLMs in Mental Health? Large-Scale Benchmarks for Reliable LLM Evaluation EACL 2026 When Does Model Multiplicity Affect Prediction Intervals? A Sharp Phase Transition UAI 2026 A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets AISTATS 2025 Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025 Adaptive Convergence Rates for Log-Concave Maximum Likelihood AISTATS 2025 Additive Model Boosting: New Insights and Path(ologie)s AISTATS 2025 A Differentiable Rank-Based Objective for Better Feature Learning ICLR 2025 Advancing Out-of-Distribution Detection via Local Neuroplasticity ICLR 2025 A Framework for Large-Scale Parallel Corpus Evaluation: Ensemble Quality Estimation Models Versus Human Assessment ACL 2025 A Generalized Theory of Mixup for Structure-Preserving Synthetic Data AISTATS 2025 Agnostic Learning of Arbitrary ReLU Activation under Gaussian Marginals COLT 2025 Agree to Disagree: Demystifying Homogeneous Deep Ensembles through Distributional Equivalence ICLR 2025