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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

Partial Information Decomposition for Data Interpretability and Feature Selection AISTATS 2025 PEER Pressure: Model-to-Model Regularization for Single Source Domain Generalization CVPR 2025 Probabilistic Semantics Guided Discovery of Approximate Functional Dependencies UAI 2025 Quantifying Semantic Emergence in Language Models ACL 2025 R3DM: Enabling Role Discovery and Diversity Through Dynamics Models in Multi-agent Reinforcement Learning ICML 2025 Rethinking Latent Redundancy in Behavior Cloning: An Information Bottleneck Approach for Robot Manipulation ICML 2025 Robot Data Curation with Mutual Information Estimators RSS 2025 RuleAdapter: Dynamic Rules for training Safety Reward Models in RLHF ICML 2025 Scrutinize What We Ignore: Reining In Task Representation Shift Of Context-Based Offline Meta Reinforcement Learning ICLR 2025 Seeing Your Speech Style: A Novel Zero-Shot Identity-Disentanglement Face-based Voice Conversion AAAI 2025 Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises ICLR 2025 ST-GCond: Self-supervised and Transferable Graph Dataset Condensation ICLR 2025 Stochasticity-aware No-Reference Point Cloud Quality Assessment IJCAI 2025 SUMI-IFL: An Information-Theoretic Framework for Image Forgery Localization with Sufficiency and Minimality Constraints AAAI 2025 Task Calibration: Calibrating Large Language Models on Inference Tasks ACL 2025 Testing (Conditional) Mutual Information - Extended Abstract COLT 2025 Test-Time Adaptation for Combating Missing Modalities in Egocentric Videos ICLR 2025 The Linguistic Connectivities Within Large Language Models ACL 2025 The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025 The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models ACL 2025 ThinkAnswer Loss: Balancing Semantic Similarity and Exact Matching for LLM Reasoning Enhancement EMNLP 2025 t-HNE: A Text-guided Hierarchical Noise Eliminator for Multimodal Sentiment Analysis COLING 2025 Toward Data-centric Directed Graph Learning: An Entropy-driven Approach ICML 2025 Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective ICLR 2025 Towards Better Robustness Against Natural Corruptions in Document Tampering Localization AAAI 2025