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RASHID MUSHKANI

AI & Urban Studies PhD Candidate

University of Montreal I Mila - Quebec AI Institute

Work

AI Pluralism Index

2026-04-01

AI Pluralism Index

AI Maps of Streetscape Inclusivity

2026-03-01

AI Maps of Streetscape Inclusivity

Participation Ledger

2026-02-17

Participation Ledger

Plural Cities: Modeling Diverse Public Space Preferences at Scale

2025-08-10

Plural Cities: Modeling Diverse Public Space Preferences at Scale

AI as Societal Infrastructure

2025-08-01

AI as Societal Infrastructure

Build AI With People, Not For Them

2025-07-31

Build AI With People, Not For Them

From Aesthetics to Access: How Montréalers Rate Their Streets

2025-07-23

From Aesthetics to Access: How Montréalers Rate Their Streets

No Street Works for Everyone?

2025-06-01

No Street Works for Everyone?

Aligning Diverse Communities’ Needs to Inclusive Public Spaces

2024-12-15

Aligning Diverse Communities’ Needs to Inclusive Public Spaces

Knowledge in Intersectoral Research

2024-11-20

Knowledge in Intersectoral Research

Co-Producing AI for Evaluating Public Spaces

2024-11-11

Co-Producing AI for Evaluating Public Spaces

Using AI to Design Inclusive Public Spaces

2024-09-11

Using AI to Design Inclusive Public Spaces

Machine Khana Rehabilitation / Aga Khan Trust for Culture

2024-04-27

Machine Khana Rehabilitation / Aga Khan Trust for Culture

Understanding Public Spaces Through Citizen Perception: A Visual Exploration

2024-01-05

Understanding Public Spaces Through Citizen Perception: A Visual Exploration

Thesis Project: Street Review & Wedesign

2023-05-30

Thesis Project: Street Review & Wedesign

Chihilsitoon Garden / Aga Khan Trust for Culture

2021-02-17

Chihilsitoon Garden / Aga Khan Trust for Culture

Publications

Street review: A participatory AI-based framework for assessing streetscape inclusivity

Street review: A participatory AI-based framework for assessing streetscape inclusivity

Rashid Mushkani, Shin Koseki

PDF
Measuring What Matters: The AI Pluralism Index

Measuring What Matters: The AI Pluralism Index

Rashid Mushkani

PDF
Traceable, Enforceable, and Compensable Participation: A Participation Ledger for People-Centered AI Governance

Traceable, Enforceable, and Compensable Participation: A Participation Ledger for People-Centered AI Governance

Rashid Mushkani

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Intersecting perspectives: A participatory street review framework for urban inclusivity

Intersecting perspectives: A participatory street review framework for urban inclusivity

Rashid Mushkani, Shin Koseki

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Co-Producing AI: Toward an Augmented, Participatory Lifecycle

Co-Producing AI: Toward an Augmented, Participatory Lifecycle

Rashid Mushkani, Hugo Berard, Toumadher Ammar, Cassandre Chatonnier, Shin Koseki

PDF
Public perceptions of Montréal's streets: Implications for inclusive public space making and management

Public perceptions of Montréal's streets: Implications for inclusive public space making and management

Rashid Mushkani, Hugo Berard, Toumadher Ammar, Shin Koseki

PDF
LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces

LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces

Rashid Mushkani, Shravan Nayak, Hugo Berard, Allison Cohen, Shin Koseki, Hadrien Bertrand

PDF
The Right to AI

The Right to AI

Rashid Mushkani, Hugo Berard, Allison Cohen, Shin Koseki

PDF
MID-Space: Aligning Diverse Communities' Needs to Inclusive Public Spaces

MID-Space: Aligning Diverse Communities' Needs to Inclusive Public Spaces

Shravan Nayak, Rashid Mushkani, Hugo Berard, Allison Cohen, Shin Koseki, Hadrien Bertrand

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SCAN’24 Evaluation algorithmique inclusive de la qualité des espaces publics / Inclusive Algorithmic Assessment of the Quality of Public Spaces

SCAN’24 Evaluation algorithmique inclusive de la qualité des espaces publics / Inclusive Algorithmic Assessment of the Quality of Public Spaces

Shin Koseki, Toumadher Ammar, Rashid Mushkani, Hugo Berard, Sarah Tannir

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AI-EDI-SPACE: A Co-designed Dataset for Evaluating the Quality of Public Spaces

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

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From Efficiency to Equity: Measuring Fairness in Preference Learning

From Efficiency to Equity: Measuring Fairness in Preference Learning

Shreeyash Gowaikar, Hugo Berard, Rashid Mushkani, Shin Koseki

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Urban Planning, Political System, and Public Participation in a Century of Urbanization: Kabul, Afghanistan

Urban Planning, Political System, and Public Participation in a Century of Urbanization: Kabul, Afghanistan

Rashid Mushkani, Haruka Ono

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The Role of Land Use and Vitality in Fostering Gender Equality in Urban Public Parks: The Case of Kabul City, Afghanistan

The Role of Land Use and Vitality in Fostering Gender Equality in Urban Public Parks: The Case of Kabul City, Afghanistan

Rashid Mushkani, Haruka Ono

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Spatial Equity of Public Parks: A Case Study of Kabul City, Afghanistan

Spatial Equity of Public Parks: A Case Study of Kabul City, Afghanistan

Rashid Mushkani, Haruka Ono

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Public Spaces of Developing Countries Post COVID-19: A Reflection on Current Situation from Planning Perspective in Case of Kabul City, Afghanistan

Public Spaces of Developing Countries Post COVID-19: A Reflection on Current Situation from Planning Perspective in Case of Kabul City, Afghanistan

Rashid Mushkani, Haruka Ono

PDF

Bio

Rashid Mushkani is a researcher in urban planning and artificial intelligence who works through participatory design.

His work explores inclusive public space, socio-spatial justice, and pluralistic AI alignment, advocating a "Right to AI" grounded in power, inclusion, and community participation.

I hold a Master of Engineering from Toyohashi University of Technology, Japan, where I studied socio-spatial equity in urban parks. Professionally, I've collaborated with the Aga Khan Development Network and taught foundational design and environmental design courses at Kabul University.

Currently, I’m a PhD candidate at the University of Montreal, leading projects like Street Review and Artificial Intelligence Alignment for Inclusion (AIAI).

I collaborate with academics, professionals, policymakers, and communities on AI ethics and spatial justice.

Email me for questions, collaboration opportunities, or anything else.

Portrait of Rashid Mushkani

Timeline

Education

Honors & Awards

Talks & Events

  • 2026: "Participatory AI in Design: From Research to Practice" – InDesCanada, Carleton University, Ottawa, Canada. Upcoming: May 3. Details
  • 2026: "Participation Ledger: Traceable, Enforceable, and Compensable Participation for AI Governance" – PAIRS: Participatory AI Research & Practice Symposium, Online. Paper Details
  • 2026: "AI Pluralism: What Models Do, Who Decides, and Why It Matters" – Montréal AI Safety, Ethics, and Governance, UQAM, Montréal, Canada. Details
  • 2026: "Measuring What Matters: The AI Pluralism Index" – Second Conference of the International Association for Safe and Ethical AI (IASEAI'26), Paris, France. Paper
  • 2026: "Street Review" – Colloque Perspective 360, ACSA, Université de Montréal, Montréal, Canada. Paper
  • 2026: "The Right to AI" – Critical Science Reading Group, Mila - Québec AI Institute, Montréal, Canada. Paper
  • 2026: "AIAI: AI for Inclusive Urban Spaces" – KIT Delegation Visit, Mila - Québec AI Institute, Montréal, Canada. Project
  • 2025: "Locked Out by Design" – Speed Science Grand Finale, Mila, Montreal, Canada. 3 mins Watch
  • 2025: "Designing Inclusive Cities with Participatory AI" – Guest talk at the AI4Good Lab (Mila), Montreal, Canada. Details
  • 2025: "Position: The Right to AI" – Forty-Second International Conference on Machine Learning 2025, Vancouver, Canada. 5 mins Watch - Details
  • 2025: "LIVS: A Pluralistic Alignment Dataset for Inclusive Public Spaces" – Forty-Second International Conference on Machine Learning 2025, Vancouver, Canada. 5 mins Watch - Details
  • 2025: "Right to AI" – AI & Cities track at the AMLD – Applied Machine Learning Days, EPFL, Lausanne, Switzerland. Details
  • 2025: "The Right to AI: Rethinking Participatory Approaches in AI" – Participatory AI Research & Practice Symposium, SciencesPo, Paris, France. Details
  • 2024: "Using AI to Design Inclusive Public Spaces" – Innovate for Cities 2024 in Montreal, Canada. 15 mins Watch - Details
  • 2024: "MID-Space: Aligning Diverse Communities' Needs to Inclusive Public Spaces" – Contributed Talk at the Pluralistic Alignment Workshop at NeurIPS, Vancouver, Canada. 15 mins Watch - Details
  • 2023: "Benchmarking Inclusion in Public Space: A Place—and Space—Based Assessment Method" – Spatial Justice in Practice Symposium – Benchmarking Spatial Justice in Policymaking, Planning & Design, TU Delft, Netherlands. Details
  • 2021: "Power and Political System in a Century of Urbanization" – Asian Studies Online Consortium: Challenge and Harmony in Asia, Kyushu University, University in Fukuoka, Japan (Online). Details
  • 2020: "Spatial Equity and Accessibility of Public Parks in Kabul City, Afghanistan" – 16th Conference of Asian and African City Planning (Online). Details
  • 2019: "A Social Study of Public Space" – The 15th Conference of International Development and Urban Planning, Tokyo City University, Tokyo, Japan.
  • 2018: "Urban Fabric of Kabul Old City" – Tabriz University, Tabriz, Iran.
  • 2016: "Heritage and Public Space in Kabul" – Aga Khan Development Network, Dehli, India.
  • 2016: "Urban Fabric of Kabul" – Kabul University, Kabul, Afghanistan.
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