Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition

Faisal Hamman, Sanghamitra Dutta
2/12/2026

No official code found. Best implementation: FaisalHamman/FairFL-PID (5 stars, MIT, last commit 2024-05-07).

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FaisalHamman/FairFL-PIDCommunity63%
MIT

Repo for ICLR 2024 paper "Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition"

52Python, Jupyter NotebookFeb 16, 20242 years agoMIT

Cite this paper

@article{hamman2026demystifying,
  title  = {Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition},
  author = {Faisal Hamman and Sanghamitra Dutta},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:f40de4442adf01e4e92764b816011d5975b42b06},
  journal = {ICLR 2024 2024}
}

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