FedMark-FM is an auditable data-market framework that prices heterogeneous foundation-model artifacts via pipeline-ordered Shapley valuation and risk-adjusted payments, selecting zero strategic clients while improving downstream accuracy by 7.5-8.1 points under poisoning attacks.
Fair document valuation in llm summaries via shapley values,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.GT 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
FedMark-FM: Auditable, Risk-Adjusted Data Markets for Federated Foundation-Model Adaptation
FedMark-FM is an auditable data-market framework that prices heterogeneous foundation-model artifacts via pipeline-ordered Shapley valuation and risk-adjusted payments, selecting zero strategic clients while improving downstream accuracy by 7.5-8.1 points under poisoning attacks.