contribution-assessment

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tnurbek / shapfed

[IJCAI 2024] Redefining Contributions: Shapley-Driven Federated Learning

fairness fl federated-learning shapley-values collaborative-fairness contribution-assessment contribution-valuation fair-federated-learning

Updated Dec 4, 2025
Python

SamuraiWriter7 / causal-contribution-receipt-protocol

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A machine-readable protocol for tracing and evaluating causal contribution across humans, AI agents, data, and evidence for auditable attribution and value allocation.

provenance traceability multi-agent-systems ai-agents counterfactual machine-readable causal-graph contribution-assessment ai-audit causal-contribution

Updated Sep 18, 2026
Python

SamuraiWriter7 / impact-score-profile-v0.1

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Two minimal interoperability profiles for trace-aware systems: CTR-ID for identifier clarity, and Impact Score Profile for decomposable contribution assessment.

attribution audit impact-score ai-governance contribution-assessment trust-systems communication-trace gratitude-systems trace-aware-systems royalty-candidate-review

Updated May 2, 2026

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