explainable AI 1feature attribution 1gradient methods 1perturbation analysis 1reporting standards 1shapley values 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Local Additive Feature Attribution: A Mathematical Taxonomy and Reporting Checklist
Rebecca Afriyie Sarpong, Daniel Commey
The paper surveys local additive feature‑attribution methods, organizes them into a unified framework based on five design choices, compares them via an axiom‑by‑method matrix, and…
cs.LG2025
A Bayesian Incentive Mechanism for Poison-Resilient Federated Learning
Daniel Commey, Rebecca A. Sarpong, Griffith S. Klogo +2
Federated learning (FL) enables collaborative model training across decentralized clients while preserving data privacy. However, its open-participation nature exposes it to data-p…