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mutual information

835 papers

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MI

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representation learning (165) contrastive learning (83) information bottleneck (59) variational inference (58) information theory (55) unsupervised learning (49) self-supervised learning (44) variational autoencoder (30) graph neural network (29) neural network (29)

Papers

Towards Empowerment Gain through Causal Structure Learning in Model-Based Reinforcement Learning ICLR 2025 Towards Universal Debiasing for Language Models-based Tabular Data Generation EMNLP 2025 Unveiling Multi-View Anomaly Detection: Intra-view Decoupling and Inter-view Fusion AAAI 2025 Using Information Theory to Characterize Prosodic Typology: The Case of Tone, Pitch-Accent and Stress-Accent ACL 2025 WavShape: Information-Theoretic Speech Representation Learning for Fair and Privacy-Aware Audio Processing Interspeech 2025 What to align in multimodal contrastive learning? ICLR 2025 A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets NeurIPS 2024 A Mutual Information Perspective on Federated Contrastive Learning ICLR 2024 An Independence-promoting Loss for Music Generation with Language Models ICML 2024 An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation ACL 2024 An Information Theoretic Approach to Interaction-Grounded Learning ICML 2024 Approximating mutual information of high-dimensional variables using learned representations NeurIPS 2024 A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks AAAI 2024 A versatile informative diffusion model for single-cell ATAC-seq data generation and analysis NeurIPS 2024 Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning NeurIPS 2024 Bottleneck-Minimal Indexing for Generative Document Retrieval ICML 2024 Cauchy-Schwarz Divergence Information Bottleneck for Regression ICLR 2024 Cognitive Information Bottleneck: Extracting Minimal Sufficient Cognitive Language Processing Signals COLING 2024 Context versus Prior Knowledge in Language Models ACL 2024 Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities CVPR 2024 COSMIC: Mutual Information for Task-Agnostic Summarization Evaluation ACL 2024 CrossLoco: Human Motion Driven Control of Legged Robots via Guided Unsupervised Reinforcement Learning ICLR 2024 Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics ICML 2024 Deep Orthogonal Hypersphere Compression for Anomaly Detection ICLR 2024 Differentiable Information Bottleneck for Deterministic Multi-view Clustering CVPR 2024