rate-distortion theory

Bivariate Causal Discovery Using Rate-Distortion MDL: An Information Dimension Approach CLeaR 2026 Collaborative Rational Speech Act: Pragmatic Reasoning for Multi-Turn Dialog EMNLP 2025 RD-DPP: Rate-Distortion Theory Meets Determinantal Point Process to Diversify Learning Data Samples WACV 2025 Bottleneck-Minimal Indexing for Generative Document Retrieval ICML 2024 Deep Generative Model based Rate-Distortion for Image Downscaling Assessment CVPR 2024 Fundamental Limits of Prompt Compression: A Rate-Distortion Framework for Black-Box Language Models NeurIPS 2024 Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often! ICML 2024 Slicing Mutual Information Generalization Bounds for Neural Networks ICML 2024 Lossy Image Compression With Quantized Hierarchical VAEs WACV 2023 A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds AISTATS 2022 An Information-Theoretic Justification for Model Pruning AISTATS 2022 Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning NeurIPS 2022 Domain Generalization without Excess Empirical Risk NeurIPS 2022 Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning NeurIPS 2022 Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022 Regret Bounds for Information-Directed Reinforcement Learning NeurIPS 2022 SoFaiR: Single Shot Fair Representation Learning IJCAI 2022 Deciding What to Learn: A Rate-Distortion Approach ICML 2021 Optimizing Information Theory Based Bitwise Bottlenecks for Efficient Mixed-Precision Activation Quantization AAAI 2021 Permute, Quantize, and Fine-Tune: Efficient Compression of Neural Networks CVPR 2021 Quantitative Understanding of VAE as a Non-linearly Scaled Isometric Embedding ICML 2021 The Value of Information When Deciding What to Learn NeurIPS 2021 Information-Theoretic Understanding of Population Risk Improvement with Model Compression AAAI 2020 Parameterized Rate-Distortion Stochastic Encoder ICML 2020 Information Theoretic lower bounds on negative log likelihood ICLR 2019