Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization

Jian Liang, Lijun Sheng, Zhengbo Wang, Ran He, Tieniu Tan
2/12/2026

No official code found. Best implementation: tim-learn/UEO (19 stars, MIT, last commit 2024-07-18).

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tim-learn/UEOCommunity68%
MIT

ICML-2024 highlight paper "Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization"

190Shell, PythonMay 28, 20242 years agoMIT

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@article{liang2026realistic,
  title  = {Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization},
  author = {Jian Liang and Lijun Sheng and Zhengbo Wang and Ran He and Tieniu Tan},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:6a739655bc737c9ca1f0c9ed8a0b6c3a284f9f04},
  journal = {ICML 2024 2024}
}

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