126 citations
- Beihang UniversityCN7 papers
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Showing cs.ITShow all
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cs.IT2025★ 4 cited
A Semantic Generalization of Shannon's Information Theory and Applications
Chenguang Lu
Does semantic communication require a semantic information theory parallel to Shannon's information theory, or can Shannon's work be generalized for semantic communication? This pa…
cs.IT2023★ 6 cited
Reviewing Evolution of Learning Functions and Semantic Information Measures for Understanding Deep Learning
Chenguang Lu
A new trend in deep learning, represented by Mutual Information Neural Estimation (MINE) and Information Noise Contrast Estimation (InfoNCE), is emerging. In this trend, similarity…
cs.IT2021★ 5 cited
Using the Semantic Information G Measure to Explain and Extend Rate-Distortion Functions and Maximum Entropy Distributions
Chenguang Lu
In the rate-distortion function and the Maximum Entropy (ME) method, Minimum Mutual In-formation (MMI) distributions and ME distributions are expressed by Bayes-like formulas, in-c…