Showing 1–20 of 50 results
/ Date/ Name
May 29, 2018Active and Adaptive Sequential learningNov 2, 2021Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs AlgorithmApr 27, 2023On the Generalization Error of Meta Learning for the Gibbs AlgorithmSep 23, 2015Universal Outlying sequence detection For Continuous ObservationsApr 9, 2025Defending LLM Watermarking Against Spoofing Attacks with Contrastive Representation LearningMay 14, 2023A Bilateral Bound on the Mean-Square Error for Estimation in Model MismatchAug 22, 2022Exploiting Temporal Structures of Cyclostationary Signals for Data-Driven Single-Channel Source SeparationJan 21, 2017Linear-Complexity Exponentially-Consistent Tests for Universal Outlying Sequence DetectionOct 3, 2024Theoretically Grounded Framework for LLM Watermarking: A Distribution-Adaptive ApproachJan 27, 2019Information-Theoretic Understanding of Population Risk Improvement with Model CompressionApr 4, 2019Adaptive Sequential Machine LearningOct 15, 2022How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm?Oct 16, 2024Information-theoretic Analysis of the Gibbs Algorithm: An Individual Sample ApproachFeb 9, 2024Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage?Nov 19, 2018Model change detection with application to machine learningJan 15, 2019Tightening Mutual Information Based Bounds on Generalization ErrorJan 27, 2025Distributional Information Embedding: A Framework for Multi-bit WatermarkingSep 11, 2022Data-Driven Blind Synchronization and Interference Rejection for Digital Communication SignalsNov 30, 2018Active Learning in Recommendation Systems with Multi-level User PreferencesMay 22, 2025In-Context Watermarks for Large Language Models