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Statistical Learning

4076 directly classified papers

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Papers

Statistical inference on black-box generative models in the data kernel perspective space ACL 2025
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR ACL 2025
From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia ACL 2025
The Linguistic Connectivities Within Large Language Models ACL 2025
Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance ACL 2025
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025
Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025
Towards Improved Risk Bounds for Transductive Learning IJCAI 2025
CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts ICCV 2025
Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025
Quantifying Memorization in Continual Pre-training with Japanese General or Industry-Specific Corpora ACL 2025
Empirical Evaluation of Loss Masking to Selectively Prevent Memorization ACL 2025
CliME: Evaluating Multimodal Climate Discourse on Social Media and the Climate Alignment Quotient (CAQ) ACL 2025
PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025
Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning AAAI 2025
Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components AAAI 2025
Risk Controlled Image Retrieval AAAI 2025
GHOST: Gaussian Hypothesis Open-Set Technique AAAI 2025
Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025
Conformal Thresholded Intervals for Efficient Regression AAAI 2025
Cross-Validated Off-Policy Evaluation AAAI 2025
Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models EMNLP 2025
Redundancy Principles for MLLMs Benchmarks ACL 2025