Vanguard Research Lab at the University of Toronto
Accelerating AI Research & Innovation
The Vanguard Research Lab at the University of Toronto (U of T) is a joint research initiative between Vanguard and U of T’s Department of Computer Science.
This partnership aims to accelerate AI research and innovation, delivering transformative benefits to investors and the broader financial services industry.
By combining Vanguard’s industry leadership with the University of Toronto’s renowned AI and ML research excellence, this partnership is shaping the future of AI—driving breakthroughs that redefine how technology creates value for investors.

Advancing SLMs
Aligning LM Pretraining Data with Downstream Uses
This project focuses on advancing small language models (SLMs), a rapidly emerging paradigm that is shaping the future of AI and enabling agentic systems designed for task-specific applications.

Causal AI
Cause-Effect Inference for Task-Oriented AI Training
This project aims to explore drivers of causal inference in unstructured text to power language models. Causal inference is a cornerstone of evidence-based decision-making in complex environments.

Responsible AI
Safeguarding Compliant Responses
This initiative advances responsible AI by autonomously developing reliable, context‑aware safeguards for conversational AI used in high‑stakes, real‑world settings.

Cognitive AI
Emotion-Aware Conversational Adaptation
This research integrates emotional intelligence into conversational AI, enabling interactions that are not only accurate but also empathetic, adaptive, and trustworthy.
Current Research Projects
Meet The Team
University of Toronto
Marsha Chechik
Faculty Lead
Fanny Chevalier
Faculty Lead
Myles Costales
Director
Hamideh Emrani
Director
Arvind Gupta
Director
Chris Maddison
Faculty Lead
Stephanie Muccilli
Director
Colin Raffel
Faculty Lead
Hanna Batool
Vanguard
Nima Eshraghi
Principal AI/ML Scientist
Lovedeep Gondara
Head of AI Research and Development
Jekaterina Novikova
Principal AI/ML Scientist
Jithin Pradeep
Director
Laura Tingley
Director
Hossam Amer
Andrea Sugano
Upcoming Events
MScAC Talks
TBDMScAC Talks is a student-led speaker series connecting industry experts, researchers, and learners to explore applied computing trends.
ARIA
November 2026ARIA is the University of Toronto’s annual research and technological innovation showcase, hosted by the Department of Computer Science.
Past Events
ARIA Research Showcase
November 13, 2025ARIA hosted by the University of Toronto’s Department of Computer Science, is the university’s premier research and technological innovation showcase that connects academia and industry.
Vanguard Internal AI Summit
October 15, 2025Vanguard hosted its annual internal AI Summit for employees to explore the company’s AI strategy, investment priorities, and the transformation of wealth management through technology.
VRL Off-Site at the University of Toronto
October 7, 2025Vanguard executives and AI Champions traveled from the company’s headquarters in Philadelphia to the University of Toronto to strengthen the partnership.
Vanguard Steering Committee Off-Site
June 11, 2025The first in-person Steering Committee meeting focused on governance, project portfolio review, and strategic vision alignment.
News And Updates
Connect With Us
Have questions or ideas for collaboration?
Connect with our Strategic Initiatives Team to learn more about partnerships, programs, and opportunities.

