From Efficiency to Equity: Measuring Fairness in Preference Learning. - Shreeyash Gowaikar; Hugo Berard; Rashid Mushkani; Shin Koseki (CoRR, 2024)

AI-EDI-SPACE: A Co-designed Dataset for Evaluating the Quality of Public Spaces. - Shreeyash Gowaikar; Hugo Berard; Rashid Mushkani; Emmanuel Beaudry Marchand; Toumadher Ammar; Shin Koseki (CoRR, 2024)

The Right to AI. - Rashid Mushkani; Hugo Berard; Allison Cohen; Shin Koeski (CoRR, 2025)

LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces. - Rashid Mushkani; Shravan Nayak; Hugo Berard; Allison Cohen; Shin Koseki; Hadrien Bertrand (CoRR, 2025)

Negotiative Alignment: Embracing Disagreement to Achieve Fairer Outcomes - Insights from Urban Studies. - Rashid Mushkani; Hugo Berard; Shin Koseki (CoRR, 2025)