Shion Guha
2 papers · Latest:
Fairness Audits of Institutional Risk Models in Deployed ML Pipelines
This paper audits an Early Warning System, revealing systematic fairness issues where younger, male, and international students are over-flagged for support.
2604.19468
Artificial IntelligenceBureaucratic Silences: What the Canadian AI Register Reveals, Omits, and Obscures
Canada's AI Register, meant for transparency, actually obscures human discretion and frames AI as "reliable tooling," hindering true accountability.
2604.15514
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