"information-theoretic analysis" Papers

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Generalization in VAE and Diffusion Models: A Unified Information-Theoretic Analysis

Qi Chen, Jierui Zhu, Florian Shkurti

ICLR 2025arXiv:2506.00849
2
citations

Technical Debt in In-Context Learning: Diminishing Efficiency in Long Context

Taejong Joo, Diego Klabjan

NEURIPS 2025arXiv:2502.04580

Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Xixian Yong, Xiao Zhou, Yingying Zhang et al.

NEURIPS 2025spotlightarXiv:2505.18237
15
citations

An Information-Theoretic Analysis of In-Context Learning

Hong Jun Jeon, Jason Lee, Qi Lei et al.

ICML 2024arXiv:2401.15530
37
citations

Asymmetry in Low-Rank Adapters of Foundation Models

Jiacheng Zhu, Kristjan Greenewald, Kimia Nadjahi et al.

ICML 2024arXiv:2402.16842
68
citations

Towards Generalization beyond Pointwise Learning: A Unified Information-theoretic Perspective

Yuxin Dong, Tieliang Gong, Hong Chen et al.

ICML 2024