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information bottleneck

295 papers

IB

Papers

Subgraph Information Bottleneck with Causal Dependency for Stable Molecular Relational Learning IJCAI 2025 SUMI-IFL: An Information-Theoretic Framework for Image Forgery Localization with Sufficiency and Minimality Constraints AAAI 2025 SyncDiff: Diffusion-Based Talking Head Synthesis with Bottlenecked Temporal Visual Prior for Improved Synchronization WACV 2025 The Causal Information Bottleneck and Optimal Causal Variable Abstractions UAI 2025 Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels CVPR 2025 Towards LLM-Empowered Fine-Grained Speech Descriptors for Explainable Emotion Recognition Interspeech 2025 Towards Out-of-Modal Generalization without Instance-level Modal Correspondence ICLR 2025 Watch Less, Do More: Implicit Skill Discovery for Video-Conditioned Policy ICLR 2025 A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets NeurIPS 2024 Amanda: Adaptively Modality-Balanced Domain Adaptation for Multimodal Emotion Recognition ACL 2024 An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation ACL 2024 A Rate-Distortion View of Uncertainty Quantification ICML 2024 A Two-Stage Information Extraction Network for Incomplete Multi-View Multi-Label Classification AAAI 2024 Bridging the Sim-to-Real Gap from the Information Bottleneck Perspective CoRL 2024 Cauchy-Schwarz Divergence Information Bottleneck for Regression ICLR 2024 Causal Subgraphs and Information Bottlenecks: Redefining OOD Robustness in Graph Neural Networks ECCV 2024 CIFD: Controlled Information Flow to Enhance Knowledge Distillation NeurIPS 2024 Cognitive Information Bottleneck: Extracting Minimal Sufficient Cognitive Language Processing Signals COLING 2024 Conditional Information Bottleneck Approach for Time Series Imputation ICLR 2024 Counterfactual-Enhanced Information Bottleneck for Aspect-Based Sentiment Analysis AAAI 2024 Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics ICML 2024 Differentiable Information Bottleneck for Deterministic Multi-view Clustering CVPR 2024 Diffusion Model with Cross Attention as an Inductive Bias for Disentanglement NeurIPS 2024 Dynamic Multimodal Information Bottleneck for Multimodality Classification WACV 2024 Efficient Multitask Dense Predictor via Binarization CVPR 2024