Statistical Learning

PrivaCI-Bench: Evaluating Privacy with Contextual Integrity and Legal Compliance ACL 2025 Probability Density Geodesics in Image Diffusion Latent Space CVPR 2025 ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025 Proper losses regret at least 1/2-order JMLR 2025 PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025 Provable Uncertainty Decomposition via Higher-Order Calibration ICLR 2025 Quantifying Memorization and Parametric Response Rates in Retrieval-Augmented Vision-Language Models ACL 2025 Quantifying Memorization in Continual Pre-training with Japanese General or Industry-Specific Corpora ACL 2025 Quantifying Semantic Emergence in Language Models ACL 2025 Radical Allomorphy: Phonological Surface Forms without Phonology EMNLP 2025 Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests JMLR 2025 Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance ACL 2025 Reassessing How to Compare and Improve the Calibration of Machine Learning Models ICLR 2025 Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data? EMNLP 2025 Redefining the task of Bioactivity Prediction ICLR 2025 Redundancy Principles for MLLMs Benchmarks ACL 2025 Relaxed Gaussian Process Interpolation: a Goal-Oriented Approach to Bayesian Optimization JMLR 2025 Reliability of Distribution Predictions by LLMs: Insights from Counterintuitive Pseudo-Distributions NAACL 2025 Reliability of Topic Modeling NAACL 2025 Reliable Uncertainty Quantification in Machine Learning via Conformal Prediction AAAI 2025 Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction ACL 2025 Rethinking Benign Overfitting in Two-Layer Neural Networks ICML 2025 Revisiting Cosine Similarity via Normalized ICA-transformed Embeddings COLING 2025 Revisiting Scaling Laws for Language Models: The Role of Data Quality and Training Strategies ACL 2025 Revisiting Uncertainty Quantification Evaluation in Language Models: Spurious Interactions with Response Length Bias Results ACL 2025