Large language models (LLMs) are being rapidly deployed for digital health, yet their equity impacts remain poorly characterized. We present an equity-first audit framework anchored in the first nations mental wellness continuum framework (FNMWCF) and apply it to three open-source LLMs (LLaMA-3.2:latest, Mistral-7B, an...
Abbas Yazdinejad, Jude Kong· Scientific Reports· 0 citations
Prototype-based federated learning exchanges class-embedding matrices without exposing the computation that produced them. We evaluate three verification mechanisms against free-riding at this interface: robust aggregation used for contribution ranking, commitments to model behavior, and passport-derived identities. On...
Ali Mohammadi Ruzbahani, Abbas Yazdinejad, Hadis Karimipour· Zenodo (CERN European Organi...· 0 citations
Prototype-based federated learning exchanges class-embedding matrices without exposing the computation that produced them. We evaluate three verification mechanisms against free-riding at this interface: robust aggregation used for contribution ranking, commitments to model behavior, and passport-derived identities. On...
Ali Mohammadi Ruzbahani, Abbas Yazdinejad, Hadis Karimipour· Zenodo (CERN European Organi...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.