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 Marsha Chechik Faculty Lead
Fanny Chevalier Fanny Chevalier Faculty Lead
Myles Costales Myles Costales Director
Hamideh Emrani Hamideh Emrani Director
Arvind Gupta Arvind Gupta Director
Chris Maddison Chris Maddison Faculty Lead
Stephanie Muccilli Stephanie Muccilli Director
Colin Raffel Colin Raffel Faculty Lead
Hanna Batool Hanna Batool
Vanguard
Nima Eshraghi Nima Eshraghi Principal AI/ML Scientist
Lovedeep Gondara Lovedeep Gondara Head of AI Research and Development
Jekaterina Novikova Jekaterina Novikova Principal AI/ML Scientist
Jithin Pradeep Jithin Pradeep Director
Laura Tingley Laura Tingley Director
Hossam Amer Hossam Amer
Andrea Sugano Andrea Sugano

Connect With Us

Have questions or ideas for collaboration?

Connect with our Strategic Initiatives Team to learn more about partnerships, programs, and opportunities.

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