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.CL2026
When Generic Prompt Improvements Hurt: Evaluation-Driven Iteration for LLM Applications
Daniel Commey
Evaluating Large Language Model (LLM) applications differs from conventional software testing because outputs are probabilistic, semantically variable, and sensitive to prompt and…