Dr. Margaret Mitchell
Chief AI Ethics Scientist
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Dr. Margaret Mitchell. Every entry undergoes editorial source verification.
Model Cards for Model Reporting: Standardizing ML Evaluation Disclosures
Authored the seminal ACM FAccT paper introducing 'Model Cards for Model Reporting', an operational documentation standard that details model architecture, intended tasks, training parameters, out-of-scope uses, and disaggregated demographic evaluations.
Static documentation can diverge from deployed weights if model inputs undergo runtime changes or unlogged adapter swaps.
Auditing Multimodal Generative Systems for Representational and Allocative Harm
Formulated structured auditing protocols for text-to-image and multimodal foundation models, measuring bias propagation across CLIP embeddings, latent diffusion prompt expansions, and synthetic face generation.
Balancing automated quantitative metric auditing with contextual qualitative evaluation requires domain-specific sociological input.