CV

Curriculum vitae

Positions, education, awards, grants, teaching, and professional service.

Career

Positions

Speech science intern

SpeechWorks Inc · Montréal QC

Speech science intern

Scansoft Inc · Boston USA

Research assistant and system administrator

CLaC Labs, Concordia University · Montréal QC

Research assistant

Centre for Intelligent Machines, McGill University · Montréal QC

Research intern

Quillsoft Ltd and Bloorview Kids Rehab · Toronto ON

Founder and CEO

Thotra Incorporated · Toronto ON

Visiting Scholar

Whiting School of Engineering, Johns Hopkins University · Baltimore USA

Associate professor

Faculty of Computer Science, Dalhousie University · Halifax NS

Scientist

Toronto Rehabilitation Institute, University Health Network · Toronto ON

Scientist

International Centre for Surgical Safety, Li Ka Shing Knowledge Institute, St Michael's Hospital · Toronto ON

Director of AI

Surgical Safety Technologies Inc · Toronto ON

Founding advisor

Autumn AI Inc · Toronto ON

Acquired by Qualtrics

Founding advisor

Mutuo Health Solutions Inc · Toronto ON

Acquired by Heallwell

Full professor

Faculty of Computer Science, Dalhousie University · Halifax NS

  • Director, Advanced Computing CORE Facility
  • Interim Director, Big Data Analytics Institute
  • Advisor, CADTH
  • Associate Scientist, MSSU
  • Member, Connected Minds (CFREF)
  • Certificate, Academic Leadership
  • Scientist Member, Creative Destruction Labs (CDL)
  • Cluster Lead (AI), Faculty of Computer Science (2025-)
  • Advisory member, Open Health, University College London

Professor (status)

Department of Computer Science, University of Toronto · Toronto ON

  • Full member, School of Graduate Studies
  • Associate professor (status), Department of Laboratory Medicine and Pathobiology, University of Toronto
  • Associate member, Institute of Medical Science
  • Associate member, Rehabilitation Sciences Institute (formerly GDRS)
  • Faculty Associate, Centre for Ethics
  • Associate member, School of Graduate and Postdoctoral Studies, Western University
  • Adjunct researcher, College of Health and Medicine, University of Tasmania (2021-2024)
  • Member, Collaborative Program in Neuroscience
  • Member, Toronto Dementia Research Alliance
  • Sessional Lecturer II (early promotion)

Affiliate Scientist

Nova Scotia Health Authority · Halifax NS

Education

Degrees

June 2011

PhD · University of Toronto

Advisor: Graeme Hirst

Production knowledge in the recognition of dysarthric speech

December 2006

MEng · McGill University

Advisor: Jeremy Cooperstock

CLAVIUS: Understanding Language Understanding in Multimodal Interaction

December 2003

BSc · Concordia University

Advisor: Sabine Bergler

Experiments and Analysis in Cross-Document NP-Coreference

Recognition

Awards

2025

Best Paper award

GenAI4Health at IJCAI · International

2025

Outstanding Paper award

NAACL · International

2025-2029

Killam Memorial Chair

Dalhousie University · National · $805,000

2021

Best Student Paper award

CMCL at NAACL21 · International

2020

Best Paper award

ClinicalNLP at EMNLP2020 · International

2020

Best Paper award

eTELEMED 2020 · International

2018

Connaught Innovation Award

University of Toronto · Institutional · $45,305

2016

Innovation and Science Early Researcher Award

Ontario Ministry of Research · Provincial · $150,000

2016

Winner, pitch competition (with Winterlight Labs)

Aging 2.0 · International

2016

Excellence in Applied Research

National Speech-Language & Audiology Canada · National

2015

Research in Print award

Baycrest · Institutional

2013

Best Student Paper Award (Katie Fraser first author, Interspeech 2013)

ISCA · International

2012

Young Network Investigator award

GRAND-NCE · National · $5000

2012

Entrepreneur award

Ontario Brain Institute · Provincial · $50,000

2011-2012

Elevate Industrial Fellowship

MITACS · National · $65,000

2009-2010

Graduate Scholarship

Ontario · Provincial · $15,000

2009

Accelerate Canada award

MITACS · National · $15,000

2006-2009

Canada Graduate Scholarship (Doctoral)

NSERC · National · $105,000

2006

Majors Fellowship

McGill University · Institutional · $30,000

2004-2005

Bourse de Maitrise

FQRNT · Provincial · $25,000

2002

undergraduate research award (AI)

NSERC · National · $6,000

2004

CS graduation award

Concordia University · Institutional · $1,200

2001-2003

Dean's List

Concordia University · Institutional

Support

Grants

Representation Immunization on Trainium: Scalable Noising & Weight-Locking

Responsible AI Amazon Research Award (ARA) · International · $257,710 (USD)

Early identification of risk for major depressive disorder from parent and youth speech

CIHR Project · National · $1,009,800 · Co-applicant; Rudolf Uher: NPI

Research Grant

Center for AI Safety · International · $5750 (USD)

Partnership for Artificial Intelligence and Quality of Working Lives and Worker Well-Being (PAIQ)

SSHRC Partnership Grant - Stage 2 · National · $2,499,192 · Co-applicant; Arif Jetha: NPI

Building Resilience in Smart Agriculture: Cybersecure, Reliable, and Equitable (SECURE-AGRO)

NSERC CREATE · National · $1,650,000 · Co-Applicant; Ali Dehghantanha:NPI

Voices for Mental Health: AI-Driven Diagnosis through Speech, Language, and other Data

Ontario Brain Institute · National · $80,000

Charting our own course: Practical and ethical considerations implementing AI-supported charting in primary care

Nova Scotia Health · Provincial · $99,942 · Co-I; Mathew Grandy: PI

Next Wave Fund

Dalhousie University · Institutional · $35,000

Stroke in Women: Growing Opportunities to Realize optimal Evaluation, Diagnosis, and outcomes (StrokeGoRed)

Heart & Stroke · National · $4,983,959.19 · PI, Amy Yu: NPI

The Role of Limbic Structures, Memory and Emotion in Chronic Neuropathic Pain

CIHR · National · $1,400,000 · Co-PI, Mogdan Hodai: NPI

Predicting Readmission Outcomes using Biostatistical Evaluation and Machine Learning (PROBE ML)

Heart & Stroke · National · $276,037 · Co-PI, Douglas Lee: NPI

Reducing the impacts of emotion recognition bias on Canadians

SSHRC Insight grant · National · $391,972 · Co-I, Steven Livingstone: PI

Enabling Neuroscience research Approaches for Brain, feeLings and Emotions (ENABLE): An Platform for Clinical Trials in Mood Disorders

Health Canada, Ontario Brain Institute, Janssen R&D (CAN-BIND) · National · $5,031,457 · Co-I, Benicio N. Frey: PI

Artificial Intelligence Automation to Improve Family Medicine Workflow

T-CAIREM · National · $100,000 · PI

Promoting diversity and fairness in narrative text recommendation by disentangled representations

Naver Corporation (Korea) · International · $1,196,160 · PI

Voice as a Biomarker of Health: Building an ethically sourced, bioaccoustic database to understand disease like never before

National Institutes of Health (NIH) · International · $13,817,302 USD · Co-I, Yael Bensoussan: NPI

Heart-Brain IMPACT award

Heart and Stroke Foundation and Brain Canada · National · $2,900,000 · Co-PI, Douglas S Lee: NPI

ICES UofT Data Access, The Ontario Uveitis Cohort (OUC) Database - Development and validation of an administrative data algorithm

CANSSI Ontario · Provincial · $10,000

An Artificial Intelligence-based MR Imagine Reconstruction Framework

CIFAR-Temerty Innovation Catalyst Grant · Institutional · $130,000 · Co-PI; Mojgan Hodaie:PI

Towards Articulatory-Based Adaptation in Dysarthric Speech Recognition

NSERC Collaborative Research and Development Grant · National · $152,895 · applicant; Graeme Hirst:PI

Early Stage grant

University of Toronto · Institutional · $30,000

SpokenWeb: Developing a Comprehensive Web-Based Digital Spoken Word Archive for Literary Research

SSHRC Insight Grant · National · $301,124 · collaborator; Jason Camlot:PI

Towards articulatory-based adaptation in recognition of dysarthric speech

Bell University Labs Research Grant · Institutional · $75,000 · applicant; Graeme Hirst:PI

Thotra - Speech enabling technology

Ontario Centres of Excellence Market Readiness award · Provincial · $40,000

A recognition-by-synthesis architecture for dysarthric speech using deep-belief networks

Nuance Foundation research grant · International · $45,330 USD

Affect recognition (COG1)

GRAND Collaborative Network Investigator · National · $17,000

A control-theoretic model of speech production and recognition for use within prosthetic communication devices

NSERC Discovery grant · National · $120,000

Thotra incorporated

RIC VentureStart award · National · $30,000

Individually optimized brain stimulation in dementia using MEG

Ontario Brain Institute Ontario Neurodegenerative Disease Research Initiative (ONDRI) Basic Science Program · Provincial · $726,655 · Co-PI; Jed Meltzer:PI)

Software to engage individuals with Alzheimers disease in conversation in support of speech therapy

Alzheimer Society of Canada Young Investigator grant · National · $180,000

Development of a talker-specific hearing aid

NSERC Engage (with Phonak Ltd.) · National · $25,000

A cloud-based computational resource for clinical and educational applications of speech technology

Leverhulme Trust grant · International · £124,994 · Co-I; Phil Green:PI

Speech-based conversation model for data analytics

NSERC Engage (with IBM) · National · $25,000

A dynamic emotion feedback system for music using audio, symbolic, and physiological features

NSERC Collaborative Research and Development Grant · National · $440,000 · Co-I; Frank Russo:PI

Automated assessment of customer service through voice recognition

NSERC Engage (with Seth's Hospitality Services Inc.) · National · $25,000

Optimizing hearing aids for speech intelligibility, sound quality and emotional speech

Mitacs cluster · National · $138,500 · Co-I; Frank Russo:PI

CARE-RATE - Online assistive technology rating and recommending system for caregivers

AGE-WELL · National · $281,005 · Co-PI; Jan Polgar:Co-PI

Developing a wearable device to record physiological signals during sleep

OCE VIP I (with iDAPT Somno Inc.) · Provincial · $20,000

Cognitive assessment through speech

AGE-WELL Strategic Investment Program · National · $24,675

Automatic assessment of dementia from speech

Banting & Best Centre for Innovation & Entrepreneurship Collaboration Fellowship (with WinterLight) · Institutional · $10,000

Remote Monitoring of Neurodegeneration through Speech

Johns Hopkins Jelinek Summer Workshop · International · TBD

Digging into Data Challenge

NSERC Discovery Frontiers · National · $100,000

Automatic remote monitoring of cognition through speech

Ontario Centres of Excellence Health Technologies Fund (with WinterLight and Revera) · Provincial · $94,836

SmartStart Seed (with Winterlight Labs)

Ontario Centres of Excellence · Provincial · $37,416

Exploiting natural neural control to minimize speech errors among language learners

NSERC Engage (with Syngli Incorporated) · National · $25,000

Natural Language Computing

Google Cloud Platform Education grant · International · $5000 USD

Assessing cognitive ability using automated assessment of speech

AGE-WELL Catalyst · National · $43,765

System for recording and analyzing telephone conversations between humans and artificial intelligence

NSERC Research Tools & Instruments · National · $16,107

Automatic remote screening of speech features associated with Alzheimer's disease

Canadian Institutes of Health Research (CIHR) and the Natural Sciences and Engineering Research Council of Canada (NSERC) Collaborative Health Research Projects (CHRP) · National · $648,664

Explainable AI

Electronics and Telecommunications Research Institute, Korea · International · $196,000

Comprehensive Ontario Microbiology laBoratory Administrative daTa for AntiMicrobial Resistance (COMBAT-AMR)

CIHR Project grant · National · $608,176 · Co-applicant; Kevin Brown:PI

Assistive robots for people with dementia

JP Bickell Foundation Research grant · National · $46,640

Computer Science Fellowship

Michael J Fox & Weston Foundation · International · $150,000 USD

Mapping the Equity Dimensions of AI in Public Health

CIHR Planning grant · National · $39,568 · Co-applicant; Maxwell Smith:PI

Natural language processing in healthcare data

NSERC Discovery · National · $27,600

Identification of patients admitted with COPD exacerbations and stratification of those at high risk of readmission using natural language processing and machine learning

CIHR/CLA Boehringer Ingelheim Canada COPD Catalyst Grant · National · $30,000 · Co-PI; Robert Wu:PI

A Unified Framework for the Safety, Interpretability, and Ethical Deployment of LLMs

NSERC Discovery · National · $345,000

Machine learning in surgical safety

NSERC Discovery · National · $120,000

iSSD@OISE: A Tool for Strengthening the Global Competencies of the OISE International and Domestic Graduate Student Community

International Student Experience Fund, University of Toronto · Institutional · $299,750 · Co-applicant; Eunice Jang:PI

Machine learning in the operating room: focus, performance, and the medical record

Mitacs · National · $90,000

The benefits of pneumococcal immunization programs for ...

CIRN · National · $304,682 · Co-investigator; PIs: Natasha Crowcroft and Fawziah Lalji

Machine Learning Methods in Health

Research program, Unity Health Toronto · Institutional · $50,000

Evaluating the impact of COVID-19 pandemic on primary care using real world data: focus mental health

CIHR Operating Grant · National · $200,000 · Co-I; Karen Tu:PI

Machine learning in surgical safety

Sponsored research (Electronics and Telecommunications Research Institute, Korea) · International · $115,000

Values Ecosystems in the Design of Artificial Intelligence for Health Care: An Exploratory Focused Ethnography

SSHRC Insights · National · $61,000 · Co-I; James Shaw:PI

CovidFree@Home: Development and validation of a multivariable prediction model of deterioration in patients diagnosed with COVID-19 who are managing at home

CIHR COVID-19 Rapid Research · National · $620,133 · Co-I; Andrea S Gershon:PI

Teaching

Teaching

Spring 2026

CSCI 1109 Practical Data Science

Dalhousie · Instructor

Spring 2026

CSCI 3151 Foundations of Machine Learning

Dalhousie · Instructor

Fall 2025

DGIN 5401 Operationalized Machine Learning in Healthcare

Dalhousie · Instructor

Summer 2025

Microcredential Responsible AI for Business Leaders

Dalhousie · Instructor

Spring 2025

CSCI 4144/6405 Data Mining and Warehousing

Dalhousie · Instructor

Fall 2024

CSCI 4157/6518 Deep Speech Technologies

Dalhousie · Instructor

Fall 2024

DGIN 5401 Operationalized Machine Learning in Healthcare

Dalhousie · Instructor

Spring 2024

CSCI 4144/6405 Data Mining and Warehousing

Dalhousie · Instructor

Fall 2023

CSCI 4157/6518 Deep Speech Technologies

Dalhousie · Instructor

Fall 2023

DGIN 5401 Operationalized Machine Learning in Healthcare

Dalhousie · Instructor

online 2023

ACS AI and ML: Transforming Surgical Practice and Education

American College of Surgeons · Instructor

Spring 2023

CSCI 4144/6405 Data Mining and Warehousing

Dalhousie · Instructor

Spring 2022

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2021

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2020

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2019

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2018

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Fall 2017

C4M, Computing for Medicine Natural language processing in clinical medicine

Toronto · Seminar

Spring 2017

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Fall 2016

C4M, Computing for Medicine Natural language processing in clinical medicine

Toronto · Seminar

Fall 2016

CSC 490/2600 Artificial intelligence in clinical medicine

Toronto · Instructor

Spring 2016

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Fall 2015

CSC 485/2501 Computational Linguistics

Toronto · Instructor

Spring 2015

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Fall 2014

CSC 2518 Spoken Languge Processing

Toronto · Instructor

Spring 2014

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2013

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2012

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Spring 2011

CSC 401/2511 Natural Language Computing

Toronto · Instructor

Summer 2010

CSC 108 Introduction to Computer Programming

Toronto · TA

Spring 2010

CSC 401 Natural Language Computing

Toronto · TA

Spring 2009

CSC 401/2511 Natural Language Computing

Toronto · TA

Fall 2008

CSC 108 Introduction to Computer Programming

Toronto · TA

Winter 2007

CSC 190 Computer Algorithms, Data Structures and Languages

Toronto · TA

Winter 2006

ECSE 526 Artificial Intelligence

McGill · TA

Winter 2006

ECSE 424 Human Computer Interaction

McGill · TA

Winter 2003

COMP 472 Artificial Intelligence

Concordia · TA

Fall 2002

COMP 472 Artificial Intelligence

Concordia · TA

Summer 2002

COMP 472 Artificial Intelligence

Concordia · TA

Winter 2002

COMP 472 Artificial Intelligence

Concordia · TA

Service

Selected service and reviewing

Show service records (176)

Nazarbayev University CRP

Reviewer (grant)

CIHR Social Dimensions of Aging

Reviewer (grant)

CIFAR AI Insights for Policymakers Program (AIPP)

Core Expert

Atlantic AI Summit

Co-organizer

NLP Breakout, Vector Remarkable

Moderator

Dalhousie AI Symposium

Co-organizer

WACV

Program committee / reviewer (conference)

International Workshop on Smart Education in the Age of Generative AI (SEGA)

Program committee / reviewer (conference)

AISTATS

Program committee / reviewer (conference)

COLM

Program committee / reviewer (conference)

COLING

Program committee / reviewer (conference)

Vector NLP Workshop

Co-organizer

Canada Research Chairs

Reviewer (chair)

Royal College, AI in Healthcare

Reviewer (course)

Scientific and Community Advisory Board, Simons Foundation

Member

AI4PH, Dalla Lana School of Public Health, University of Toronto

Mentor

External Reference Group, Health Canada

Member

Scientific Advisory Committee on Digital Health Technologies, Health Canada

Ad hoc member

External Advisory Committee on AI in Health, Health Canada

Ad hoc member

Task Force on AI & Emerging Digital Technologies, Royal College of Physicians and Surgeons of Canada

Expert member

CIHR College of Reviewers

Member

SCC mirror committee MC/ISO/IEC JTC 1/SC 42, Artificial Intelligence

Inaugural Chair

SCC mirror committee MC/ISO/IEC JTC 1/SC 42, Artificial Intelligence

Vice chair

IEEE Wellbeing Metrics Standard for Ethical Artificial Intelligence and Autonomous Systems P7010

Participant member

ICTC Healthtech Advisory Committee

Participant member

Computational Intelligence

Editorial board

Transactions of the ACL

Editorial board

Computer Speech & Language

Editorial board

JMIR Rehabilitation and Assistive Technologies

Editorial board

PLoS ONE

Editorial board

Mayo Clinic Proceedings: Digital Health

Reviewer (journal)

The Lancet

Reviewer (journal)

Nature Scientific Data

Reviewer (journal)

PLoS ONE, Digital Health

Reviewer (journal)

PLoS ONE, Digital Health

Editorial board

Journal of Alzheimer's Disease

Associate editor

PLoS ONE Science of Stories

Guest editor

Special Issue of Computer Speech and Language

Guest editor

Special Issue of ACM Transactions on Accessible Computing (TACCESS)

Guest editor

Workshop on Designing Speech, Acoustic and Multimodal Interactions at CHI 2017

Co-organizer

Workshop on Designing Speech and Multimodal Interactions for Mobile, Wearable, and Pervasive Applications at CHI 2016

Co-organizer

ACL/ISCA Workshop on Speech and Language Processing for Assistive Technologies

Co-organizer

Special session on Speech Technologies for Ambient Assisted Living at Interspeech

Co-organizer

MITACS Associate Research Review Committee

Editor

Department of Computer Science mentorship program

Mentor

Data Science program committee, Department of Computer Science, University of Toronto

Member

Applied Masters (MScAC) program committee, Department of Computer Science, University of Toronto

Member

ACL

Senior Area Chair

EMNLP

Senior Area Chair

Speech Production Measurements and Analyses, Interspeech

Chair

Speech and Hearing Disorders & Perception, Interspeech

Chair

Machine Learning II, Canadian Conference on Artificial Intelligence

Chair

Student Research Workshop, NAACL-HLT

Co-chair

Alzheimer's Society of Canada

Review committee (award)

AGE-WELL Trainee Awards

Review committee (award)

Bloorview Research Institute Post-Doctoral Fellowship

Review committee (award)

Canadian AI Best Paper Award

Review committee (award)

Mark Rochon Leadership Award

Review committee (award)

UofT Data Sciences Institute Doctoral Student Fellowship

Review committee (award)

Rosetrees Trust (UK)

Reviewer (grant)

CFI JELF

Reviewer (grant)

Stichting Hanarth Fonds (Netherlands)

Reviewer (grant)

AGE-WELL/CFN Catalyst grant for Healthy Aging

Reviewer (grant)

Alzheimer's Association

Reviewer (grant)

Alzheimer's Society of Canada

Reviewer (grant)

Alzheimer's Society of Canada Training Award

Reviewer (grant)

Canadian Institutes of Health Research (CIHR) Collaborative Health Research Projects - NSERC Partnered (CHRP)

Reviewer (grant)

CIFAR International Expert Review Panel

Reviewer (grant)

UofT Data Sciences Institute Catalyst Grant

Reviewer (grant)

McGill Healthy Brains for Healthy Lives

Reviewer (grant)

Mitacs Accelerate

Reviewer (grant)

NRC-CIHR Aging in Place

Reviewer (grant)

NSERC Discovery

Reviewer (grant)

NSERC Alliance

Reviewer (grant)

NSERC Industrial Research Chair

Reviewer (grant)

Ontario Research Fund -- Advanced Health Technologies

Reviewer (grant)

Oregon Alzheimer's Disease Center

Reviewer (grant)

Rosetrees Trust Interdisciplinary Prize

Reviewer (grant)

Simons Foundation

Reviewer (grant)

Swiss National Science Foundation

Reviewer (grant)

Temerty Centre for Artificial Intelligence Research and Education in Medicine (T-CAIREM) Innovation Grants

Reviewer (grant)

Temerty Clinical AI Integration Grants

Reviewer (grant)

UK Research & Innovation Medical Research Council

Reviewer (grant)

Nature Translational Psychiatry

Reviewer (journal)

ACM HEALTH

Reviewer (journal)

Annals of Translational Medicine

Reviewer (journal)

Aphasiology

Reviewer (journal)

Artificial Intelligence in Medicine

Reviewer (journal)

Assistive Technology

Reviewer (journal)

Biomedical Signal Processing and Control

Reviewer (journal)

BMJ Open

Reviewer (journal)

Computer Methods and Programs in Biomedicine

Reviewer (journal)

Computer Speech and Language

Reviewer (journal)

IBM Journal of Research and Development

Reviewer (journal)

IEEE Journal of Biomedical and Health Informatics (JBHI)

Reviewer (journal)

IEEE Journal of Selected Topics in Signal Processing

Reviewer (journal)

IEEE Transactions on Emerging Topics in Computational Intelligence

Reviewer (journal)

IEEE Open Journal of Engineering in Medicine and Biology

Reviewer (journal)

Information Retrieval

Reviewer (journal)

International Journal of Computer Assisted Radiology and Surgery

Reviewer (journal)

JAMIA

Reviewer (journal)

JAMA Network Open

Reviewer (journal)

Journal of the Acoustical Society of America

Reviewer (journal)

Journal of Alzheimer's Disease

Reviewer (journal)

Journal of the American Medical Informatics Association (JAMIA)

Reviewer (journal)

Journal of Geriatric Psychiatry and Neurology

Reviewer (journal)

Journal of Current Alzheimer Research

Reviewer (journal)

Journal of Neuroscience Methods

Reviewer (journal)

JMIR

Reviewer (journal)

JMIR Artificial Intelligence

Reviewer (journal)

JMIR Medical Education

Reviewer (journal)

JMIR Medical Informatics

Reviewer (journal)

Nature

Reviewer (journal)

Nature Communications Medicine

Reviewer (journal)

Neural Systems & Rehabilitation Engineering

Reviewer (journal)

PLOS Computational Biology

Reviewer (journal)

PLOS ONE

Reviewer (journal)

Sensors

Reviewer (journal)

Speech Communication

Reviewer (journal)

University of Toronto Medical Journal (UTMJ)

Reviewer (journal)

IEEE Transactions on Audio, Speech, and Language Processing

Reviewer (journal)

IEEE Transactions on Biomedical Engineering

Reviewer (journal)

IEEE Transactions on Neural Networks

Reviewer (journal)

Transactions of the ACL (TACL)

Reviewer (journal)

Transactions on Neural Systems & Rehabilitation Engineering

Reviewer (journal)

EMNLP Demo track

Program committee / reviewer (conference)

AAAI Artificial Intelligence for Social Impact (AISI)

Program committee / reviewer (conference)

AAAI

Senior program committee

AAAI

Program committee / reviewer (conference)

AAAI - Workshop on Human-Centric Self-Supervised Learning

Program committee / reviewer (conference)

Annual meeting of the Association for Computational Linguistics (ACL)

Program committee / reviewer (conference)

ACL Rolling Review

Program committee / reviewer (conference)

ACL Rolling Review

Senior Area Chair

ACL-IJCNLP

Program committee / reviewer (conference)

AACL-IJCNLP

Program committee / reviewer (conference)

ACM Conference on Health, Inference, and Learning (CHIL)

Program committee / reviewer (conference)

ACM CHI

Program committee / reviewer (conference)

ACM SIG-ACCESS Conference on Computers and Accessibility (ASSETS)

Program committee / reviewer (conference)

Canadian Conference on Artificial Intelligence (CanAI)

Program committee / reviewer (conference)

ClinicalNLP Workshop

Program committee / reviewer (conference)

NLP+CSS Workshop

Program committee / reviewer (conference)

EACL

Program committee / reviewer (conference)

EMNLP

Program committee / reviewer (conference)

European Signal Processing Conference (EUSIPCO)

Program committee / reviewer (conference)

ICASSP

Program committee / reviewer (conference)

ICLR

Program committee / reviewer (conference)

ICML

Program committee / reviewer (conference)

International Conference on Pervasive Computing Technologies for Healthcare

Program committee / reviewer (conference)

International Joint Conference on Artificial Intelligence (IJCAI)

Program committee / reviewer (conference)

Interspeech

Program committee / reviewer (conference)

Workshop on Machine Learning for Health (ML4H) at NeurIPS

Program committee / reviewer (conference)

Machine Learning for Healthcare (MLHC)

Program committee / reviewer (conference)

NAACL-HLT

Program committee / reviewer (conference)

NeurIPS

Program committee / reviewer (conference)

NeurIPS

Area Chair

RaPID

Program committee / reviewer (conference)

Symposium on Machine Learning in Speech and Language Processing

Program committee / reviewer (conference)

WiNLP

Program committee / reviewer (conference)

ACM Workshop on Multimodal Deception (WMDD 2015)

Program committee / reviewer (conference)

Workshop on Computational Linguistics and Clinical Psychology (CLPsych)

Program committee / reviewer (conference)

Workshop on Ethics in Natural Language Processing

Program committee / reviewer (conference)

Workshop on Language Technology for Equality, Diversity, and Inclusion (LT-EDI)

Program committee / reviewer (conference)

Workshop on Representation Learning for NLP (RepL4NLP)

Program committee / reviewer (conference)

Workshop on Speech and Language Processing for Assistive Technologies

Program committee / reviewer (conference)

Workshop on Speech Production in Automatic Speech Recognition

Program committee / reviewer (conference)

Toronto Rehab Research Day

Judge

Rehabilitation Sciences Sector Research Showcase

Judge

Collaborative Program in Neuroscience Research Day

Judge

University of Toronto 2021 ProjectX

Judge

Toronto Rehabilitation Institute Research Advisory Committee

Student representative

Computer Science faculty, Concordia University

Student representative