information theory

489 papers

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Also known as

IP IT

Co-occurring keywords

mutual information (717) representation learning (6174) sample complexity (1158) language model (4573) generalization bound (649) learning theory (518) large language model (12755) causal inference (1619) statistical learning (350) unsupervised learning (3255)

Papers

SCORE: Soft Label Compression-Centric Dataset Condensation via Coding Rate Optimization WACV 2026

Form and Meaning in Intrinsic Multilingual Evaluations EACL 2026

Information-Theoretic Minimal Sufficient Representation for Multi-Domain Knowledge Graph Completion AAAI 2026

Intrinsic Barriers and Practical Pathways for Human–AI Alignment: An Agreement-Based Complexity Analysis AAAI 2026

An Information Theoretic Evaluation Metric for Strong Unlearning AAAI 2026

Divide and Refine: Enhancing Multimodal Representation and Explainability for Emotion Recognition in Conversation WACV 2026

Where Do LLMs Compose Meaning? A Layerwise Analysis of Compositional Robustness EACL 2026

Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification AAAI 2026

Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild AAAI 2026

CSP4SDG: Constraint and Information-Theory Based Role Identification in Social Deduction Games with LLM-Enhanced Inference AAAI 2026

Exploiting Pre-trained Language Model for Cross-city Urban Flow Prediction Guided by Information-theoretic Analysis AAAI 2026

Leveraging Sparsity for Privacy in Collaborative Inference WACV 2026

ExpressivityBench: Can LLMs Communicate Implicitly? EACL 2026

Noise May Drown Out Words but Foster Compositionality: The Advantage of the Erasure and Deletion Noisy Channels on Emergent Communication AACL 2025

Noise May Drown Out Words but Foster Compositionality: The Advantage of the Erasure and Deletion Noisy Channels on Emergent Communication IJCNLP 2025

Information-theoretic Distinctions Between Deception and Confusion IJCNLP 2025

Speculative Sampling via Exponential Races ACL 2025

Evaluating Sequence Labeling on the basis of Information Theory ACL 2025

On the Correspondence between the Squared Norm and Information Content in Text Embeddings EMNLP 2025

An Information-Theoretic Approach to Reducing Fertility in LLMs for Manipuri Machine Translation IJCNLP 2025

Learning Robust and Privacy-Preserving Representations via Information Theory AAAI 2025

Can LLMs Obfuscate Code? A Systematic Analysis of Large Language Models into Assembly Code Obfuscation AAAI 2025

Information Theory and Linguistic Variation: A Study of Brazilian and European Portuguese COLING 2025

Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025

An Information-theoretic Multi-task Representation Learning Framework for Natural Language Understanding AAAI 2025