Zarreen Reza

I study how AI systems behave, and how they quietly reshape the people who use them.

Over six years I have moved from applied ML in industry to research on AI safety,
interpretability, and human-centric AI. My recent work, with Marwa Abdulhai and Natasha Jaques, examines how AI assistants homogenize human writing and inject their own tone, why personalized agents fail to track changing preferences, and what post-training changes inside a model, aiming to make hidden AI effects measurable through large-scale study, controlled experiments, and interpretability.

I am a Senior AI Research Engineer at JoulesAI, applying reinforcement learning to large-scale sequential decision-making and constrained optimization (PPO agents for energy dispatch under real cost, carbon, and operational constraints), and a Fatima Research Institute Predoctoral Fellow in mechanistic interpretability.

The question I most want to work on: how do we align AI with human goals, not just task performance?


Publications  · 
Reports  · 
Other Research  · 
Experience  · 
Teaching  · 
Talks  · 
Service  · 
Awards  · 
Certificates

Publications

(*equal / co-first, †alphabetical /
random authorship)

How AI Reshapes Human Writing: A Large-Scale Study of Real-World Multi-Turn
Human-AI Co-Writing
Under
Review
Z. Reza*, M. Abdulhai*, I. White, T. Fowler, A. Kajeh, V. Jayawardana, M. Kleiman-Weiner, N.
Jaques

NeurIPS 2026 BiAlign
(Oral)
Z. Reza · also IAB Workshop, NeurIPS 2026

ICML 2026 MI
Workshop
A. Rufail, A. Huang, Z. Reza, H. Lue, L. Liennart

Preprint
2026
I. C. Ngong, Z. Reza, J. P. Near

AAAI 2025
Workshop
S. Das, M. Romanelli, C. Tran, Z. Reza, B. Kailkhura, F. Fioretto

Springer
2021
A. Ziller† … Z. Reza†, G. Kaissis† (book chapter, Federated Learning
Systems)

ICEEICT
2016
Z. N. Reza, F. Nuzhat, N. A. Mahsa, M. H. Ali

Selected Mentored Publications
Output-Aware Block Influence: Jacobian-Lens Weighting for Depth
Pruning
NeurIPS 2026
Workshops
K. Lemoi, J. Yong, S. Tripathy, P. Fernandes, A. Majumder, Z. Reza

Linking Trajectory Drift to Representational Degradation in Sequential LLM
Forecasting
NeurIPS 2026
Workshops
E. Shi, N. Gourisetty, A. Neithalath, H. Fu, Z. Reza, R. Li, K. Zhu

NeurIPS 2025
Workshop
J. Kim, X. Huang, Z. Reza*, G. Grand

Dissertations & Selected
Research Reports

Z. N. Reza · M.Sc. dissertation, 2019
(Governor General’s Gold Medal nominee) · basis for Patent US20230228716A1

Contributor: Z. Reza (among others) ·
Christchurch Call, Oct 2024 · ISBN 978-1-0670444-0-4

Z. Reza† and 9 others · Data
Study Group, The Alan Turing Institute, 2023

Other Research

Z. N. Reza, R. R. Raval, K. Patel · Thales AI
Championship, 2018 (3rd)

Z. N. Reza†, A. Neisari†, R. R.
Raval†, Z. Mansoor† · U. Windsor, 2018

Z. N. Reza, S. Suresh · U. Windsor, 2018

Z. N. Reza, R. Upadhyay, S. Khairnar · U. Windsor,
2018

Experience

Senior AI Research Engineer, JoulesAI, Montreal · 2025 – Present
Predoctoral Research Fellow (Mech. Interpretability), Fatima Research
Institute · 2026 – Present
Senior Applied AI Research Scientist, JACOBB, Montreal · 2023 – Present
Co-Founder & Lead AI Scientist, resolutio.ai, Ottawa · 2021 – Present
Privacy-Preserving AI Researcher, OpenMined, Remote · 2020 – 2025
AI Research Scientist, Volta Charging (acq.
Shell)
, Montreal · 2021 – 2023
Data Scientist, Thales Canada (Guavus), Montreal · 2019 – 2021
Research Assistant, IDIR, U. Windsor ·
2017 – 2019

Teaching

  • Instructor & content creator, OpenMined
    Private AI Series on Federated Learning
    (funded by Meta AI, PyTorch, Oxford), 2021.
  • Tutor, COMP-8547 Advanced Computing Concepts, U. Windsor, 2018–2019.
  • Graduate TA, U. Windsor (60-256 Systems Programming, 60-141 Algorithms & Programming II,
    60-254 Data Structures), 2017–2019.
  • TA, BRAC University (CSE110/111 Programming I–II, CSE220 Data Structures, CSE260 Digital
    Logic, CSE221 Algorithms), 2013–2016.

Talks

Career Talks to Guide You Through Tech (AI)
WWCode Career Cruise, Oct 2022
Mistakes to Avoid as an AI Practitioner
WWCode CONNECT Recharge, Jun 2022
The Role of Public Speaking in Career Growth
WWCode CONNECT Forward, Nov 2021
Climbing the Ladder Through Open-Source
Panjab U. Software Freedom Day, Sep 2021
CNN for Speech Recognition and Diarization
Intel Edge AI Workshop, Feb 2020
Weld Quality Control using AI
3 Minute Thesis, Mar 2019

Service

Mentorship

  • JACOBB: led an 8-member AI team; mentored five junior researchers on code
    quality and standards.
  • OpenMined: mentored 25 participants of the Beta Tech Bootcamp on
    Privacy-Preserving ML.
  • Guavus: mentored two data-scientist interns on AI model integration.
  • IDIR: trained three undergraduate CS students in Python and ML for their
    Co-op term.

Awards & Achievements

AI Innovator of the Year, 2023 — Finalist, Women in AI Awards NA.
Governor General’s Gold Medal, 2019 — Nominee (M.Sc. thesis).
Director’s Honour Roll, 2019 — U. Windsor, Computer
Science.
Ambassador Award, 2019 —
U. Windsor.
Vice Chancellor’s Award (Academics), 2012–2015 — BRAC
University (3x, top GPA).
Vice Chancellor’s Award (Co-curricular), 2012 — BRAC
University.
3rd, Thales AI Championship, 2018 — 3rd of 52 teams nationally.

Certificates