{"total":48,"rows":[{"id":"2210.06422","title":"A New Family of Generalization Bounds Using Samplewise Evaluated CMI","created":"2022-10-12","cited_by_count":28,"area":null},{"id":"2407.08039","title":"Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models","created":"2024-07-10","cited_by_count":25,"area":null},{"id":"2203.02474","title":"Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms","created":"2022-03-04","cited_by_count":22,"area":null},{"id":"2302.02432","title":"Tighter Information-Theoretic Generalization Bounds from Supersamples","created":"2023-02-05","cited_by_count":22,"area":null},{"id":"2212.13556","title":"Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization","created":"2022-12-27","cited_by_count":19,"area":null},{"id":"2309.13658","title":"Fantastic Generalization Measures are Nowhere to be Found","created":"2023-09-24","cited_by_count":19,"area":null},{"id":"2206.14800","title":"Understanding Generalization via Leave-One-Out Conditional Mutual Information","created":"2022-06-29","cited_by_count":16,"area":null},{"id":"2302.02766","title":"Generalization Bounds with Data-dependent Fractal Dimensions","created":"2023-02-06","cited_by_count":15,"area":null},{"id":"2206.02604","title":"Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning","created":"2022-06-06","cited_by_count":14,"area":null},{"id":"2402.09327","title":"Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization","created":"2024-02-14","cited_by_count":14,"area":null},{"id":"2311.01046","title":"Time-Independent Information-Theoretic Generalization Bounds for SGLD","created":"2023-11-02","cited_by_count":12,"area":null},{"id":"2207.05377","title":"On the Generalization for Transfer Learning: An Information-Theoretic Analysis","created":"2022-07-12","cited_by_count":11,"area":null},{"id":"2210.06511","title":"Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness","created":"2022-10-12","cited_by_count":11,"area":null},{"id":"2402.03254","title":"Minimum Description Length and Generalization Guarantees for Representation Learning","created":"2024-02-05","cited_by_count":11,"area":null},{"id":"2404.03176","title":"Information-Theoretic Generalization Bounds for Deep Neural Networks","created":"2024-04-04","cited_by_count":10,"area":null},{"id":"2405.15709","title":"Information-theoretic Generalization Analysis for Expected Calibration Error","created":"2024-05-24","cited_by_count":10,"area":null},{"id":"2303.05369","title":"Data-dependent Generalization Bounds via Variable-Size Compressibility","created":"2023-03-09","cited_by_count":9,"area":null},{"id":"2207.00581","title":"On Leave-One-Out Conditional Mutual Information For Generalization","created":"2022-07-01","cited_by_count":8,"area":null},{"id":"2305.11042","title":"A unified framework for information-theoretic generalization bounds","created":"2023-05-18","cited_by_count":6,"area":null},{"id":"2310.20102","title":"Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds","created":"2023-10-31","cited_by_count":6,"area":null},{"id":"2304.14618","title":"Recognizable Information Bottleneck","created":"2023-04-28","cited_by_count":5,"area":null},{"id":"2305.01143","title":"Understanding the Generalization Ability of Deep Learning Algorithms: A Kernelized Renyi's Entropy Perspective","created":"2023-05-02","cited_by_count":5,"area":null},{"id":"2310.10534","title":"Comparing Comparators in Generalization Bounds","created":"2023-10-16","cited_by_count":5,"area":null},{"id":"2406.04047","title":"Slicing Mutual Information Generalization Bounds for Neural Networks","created":"2024-06-06","cited_by_count":4,"area":null},{"id":"2410.22887","title":"Generalization Bounds via Conditional $f$-Information","created":"2024-10-30","cited_by_count":4,"area":null},{"id":"2205.06915","title":"Formal limitations of sample-wise information-theoretic generalization bounds","created":"2022-05-13","cited_by_count":3,"area":null},{"id":"2406.09745","title":"How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis","created":"2024-06-14","cited_by_count":3,"area":null},{"id":"2506.07861","title":"Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective","created":"2025-06-09","cited_by_count":3,"area":null},{"id":"2509.02407","title":"Fisher information flow in artificial neural networks","created":"2025-09-02","cited_by_count":3,"area":null},{"id":"2311.04561","title":"Information-Theoretic Generalization Bounds for Transductive Learning and its Applications","created":"2023-11-08","cited_by_count":2,"area":null},{"id":"2401.02904","title":"Class-wise Generalization Error: an Information-Theoretic Analysis","created":"2024-01-05","cited_by_count":2,"area":null},{"id":"2502.15540","title":"Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors","created":"2025-02-21","cited_by_count":2,"area":null},{"id":"2503.04091","title":"Generalization in Federated Learning: A Conditional Mutual Information Framework","created":"2025-03-06","cited_by_count":2,"area":null},{"id":"2507.12043","title":"Information-Theoretic Generalization Bounds of Replay-based Continual Learning","created":"2025-07-16","cited_by_count":2,"area":null},{"id":"2601.01465","title":"Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD","created":"2026-01-04","cited_by_count":2,"area":null},{"id":"2202.06880","title":"Black-Box Generalization: Stability of Zeroth-Order Learning","created":"2022-02-14","cited_by_count":1,"area":null},{"id":"2410.01969","title":"Which Algorithms Have Tight Generalization Bounds?","created":"2024-10-02","cited_by_count":1,"area":null},{"id":"2504.18455","title":"Multiview Representation Learning via Distributed Joint Latent Space Structuring","created":"2025-04-25","cited_by_count":1,"area":null},{"id":"2506.20094","title":"MEL: Multi-level Ensemble Learning for Resource-Constrained Environments","created":"2025-06-25","cited_by_count":1,"area":null},{"id":"2505.19470","title":"Information-theoretic Generalization Analysis for VQ-VAEs: A Role of Latent Variables","created":"2025-05-26","cited_by_count":0,"area":null},{"id":"2510.15422","title":"Information Theory in Open-world Machine Learning Foundations, Frameworks, and Future Direction","created":"2025-10-17","cited_by_count":0,"area":null},{"id":"2602.05333","title":"Pool-based Active Learning as Noisy Lossy Compression: Characterizing Label Complexity via Finite Blocklength Analysis","created":"2026-02-05","cited_by_count":0,"area":null},{"id":"2602.07999","title":"Tighter Information-Theoretic Generalization Bounds via a Novel Class of Change of Measure Inequalities","created":"2026-02-08","cited_by_count":0,"area":null},{"id":"2602.12605","title":"Block-Sample MAC-Bayes Generalization Bounds","created":"2026-02-13","cited_by_count":0,"area":null},{"id":"2605.03499","title":"A Hierarchical Sampling Framework for bounding the Generalization Error of Federated Learning","created":"2026-05-05","cited_by_count":0,"area":null},{"id":"2605.12190","title":"Information-Theoretic Generalization Bounds for Sequential Decision Making","created":"2026-05-12","cited_by_count":0,"area":null},{"id":"2608.11690","title":"Drift and Dependence: Layer-wise Information-Theoretic Bounds for Replay-Based Continual Learning","created":"2026-08-12","cited_by_count":0,"area":null},{"id":"2609.34731","title":"Information-Theoretic Analysis of Next-Token Prediction under Markovian Data","created":"2026-09-28","cited_by_count":0,"area":null}],"next_cursor":null}