Shaina Raza

Researcher, AI engineering, Vector institute

Joined

May 2024

Names

Shaina Raza (Preferred)

Emails

****@vectorinstitute.ai (Confirmed)

****@torontomu.ca (Confirmed)

Personal Links

Career & Education History

Researcher

AI engineering , Vector institute (vectorinstitute.ai)

2023 – Present

Advisors, Relations & Conflicts

PhD Advisor

Chen Ding

2016 – 2023

Expertise

Fairness

machine learning

Present

Publications

Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives
Emrul Hasan, Mizanur Rahman, Chen Ding, Jimmy Xiangji Huang, Shaina Raza
- ACM Comput. Surv. 2026
- Readers: Everyone
A comprehensive review of recommender systems: Transitioning from theory to practice
Shaina Raza, Mizanur Rahman, Safiullah Kamawal, Armin Toroghi, Ananya Raval, Farshad Navah, Amirmohammad Kazemeini
- Comput. Sci. Rev. 2026
- Readers: Everyone
VLDBench Evaluating multimodal disinformation with regulatory alignment
Shaina Raza, Ashmal Vayani, Aditya Jain, Aravind Narayanan, Vahid Reza Khazaie, Syed Raza Bashir, Elham Dolatabadi, Gias Uddin, Christos Emmanouilidis, Rizwan Qureshi, Mubarak Shah
- Information Fusion
- Readers: Everyone
LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation
Ananya Raval, Aravind Narayanan, Vahid Reza Khazaie, Shaina Raza
- Crossref
- Readers: Everyone
Responsible Agentic Reasoning and AI Agents: A Critical Survey
Shaina Raza, Ranjan Sapkota, Manoj Karkee, Christos Emmanouilidis
- Crossref
- Readers: Everyone
HumaniBench: A Human-Centric Framework for Large Multimodal Models Evaluation
Shaina Raza, Aravind Narayanan, Vahid Reza Khazaie, Ashmal Vayani, Mukund Sayeeganesh Chettiar, Amandeep Singh, Mubarak Shah, Deval Pandya
- OpenReview Archive Direct Upload
- Readers: Everyone
Responsible Generative AI: A Review of Technical and Regulatory Frontiers
Safiullah Kamawal, Shaina Raza, Rizwan Qureshi
- 5th Muslims in ML Workshop co-located with NeurIPS 2025
- Readers: Everyone

View all 145 publications

Co-Authors

View all 131 co-authors

Shaina Raza

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

A comprehensive review of recommender systems: Transitioning from theory to practice

VLDBench Evaluating multimodal disinformation with regulatory alignment

LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation

Responsible Agentic Reasoning and AI Agents: A Critical Survey

HumaniBench: A Human-Centric Framework for Large Multimodal Models Evaluation

Responsible Generative AI: A Review of Technical and Regulatory Frontiers

Co-Authors