conftrace_

information-theoretic bound

15 papers

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Co-occurring keywords

information theory (491) mutual information (724) sample complexity (1169) cluster recovery (18) generalization bound (652) query complexity (183) aleatoric uncertainty (109) bias-variance trade-off (21) graph reconstruction (19) maximum likelihood estimator (30)

Papers

LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty CVPR 2025
Optimal Top-Two Method for Best Arm Identification and Fluid Analysis NIPS 2024
Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization ALT 2023
On Balancing Bias and Variance in Unsupervised Multi-Source-Free Domain Adaptation ICML 2023
Understanding and Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach IJCAI 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Rate-Distortion Analysis of Minimum Excess Risk in Bayesian Learning ICML 2021
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms NIPS 2020
Information Theoretic Optimal Learning of Gaussian Graphical Models COLT 2020
Conditioning and Processing: Techniques to Improve Information-Theoretic Generalization Bounds NIPS 2020
The All-or-Nothing Phenomenon in Sparse Linear Regression COLT 2019
Same-Cluster Querying for Overlapping Clusters NIPS 2019
Correlation Clustering with Adaptive Similarity Queries NIPS 2019
Fundamental Limits of Weak Recovery with Applications to Phase Retrieval COLT 2018
Lower bounds on minimax rates for nonparametric regression with additive sparsity and smoothness NIPS 2009