Publications

TamperBench: Systematically Stress-Testing LLM Safety Under Fine-Tuning and Tampering

TamperBench: Systematically Stress-Testing LLM Safety Under Fine-Tuning and Tampering

S. Hossain, T. Tseng, P. Pandey, S. Vajpayee, N. Nonta, M. Kowal, S. Simko, S. Casper, Z. Jin, K. Pelrine, S. Rambhatla

Preprint, 2026
PAPER CODE
Bringing Equity to Classification: Domain Generalization for Domain-Linked Classes

Bringing Equity to Classification: Domain Generalization for Domain-Linked Classes

K. Kaai, S. Hossain, S. Rambhatla

T-PAMI, 2025
PAPER CODE
SafeTuneBed: A Safety Assessment Framework for Harmful Finetuning Defenses

SafeTuneBed: A Safety Assessment Framework for Harmful Finetuning Defenses

S. Hossain, S. Vajpayee, S. Rambhatla

IJCAI Workshop, 2025
PAPER CODE
Diagnostic Accuracy of an Automated Classifier for the Detection of Pleural Effusions in Patients Undergoing Lung Ultrasound

Diagnostic Accuracy of an Automated Classifier for the Detection of Pleural Effusions in Patients Undergoing Lung Ultrasound

R. Chaudhary, J. Ho, D. Smith, S. Hossain, J. Hargun, B. VanBerlo, N. Murphy, R. Prager, K. Rikhraj, J. Tschirhart, R. Arntfield

AJEM, 2025
PAPER
LangDA: Language-guided Domain Adaptive Semantic Segmentation

LangDA: Language-guided Domain Adaptive Semantic Segmentation

C. Liu, S. Hossain, C. Thomas, K. Lai, R. Vemulapalli, S. Rambhatla, A. Wong

AFM @ NeurIPS 2024
PAPER
Domain-Guided Spatio-Temporal Self-Attention for Egocentric 3D Pose Estimation

Domain-Guided Spatio-Temporal Self-Attention for Egocentric 3D Pose Estimation

J. Park, K. Kaai, S. Hossain, N. Sumi, S. Rambhatla, P. Fieguth

KDD 2023
PAPER CODE
Are all classes created equal? Domain Generalization for Domain-Linked Classes

Are all classes created equal? Domain Generalization for Domain-Linked Classes

K. Kaai, S. Hossain, S. Rambhatla

DistShift @ NeurIPS 2023
PAPER CODE
Implicit Stylization for Domain Adaptation

Implicit Stylization for Domain Adaptation

J. Park, F. Barnard, S. Hossain, S. Rambhatla

DG @ ICLR 2023
PAPER
Building Spatio-temporal Transformers for Egocentric 3D Pose Estimation

Building Spatio-temporal Transformers for Egocentric 3D Pose Estimation

J. Park, K. Kaai, S. Hossain, N. Sumi, S. Rambhatla, P. Fieguth

EGO4D @ CVPR 2022
PAPER

Panels and Media

Translational Pathways in Biomedical Engineering: From Lab to Clinic

Translational Pathways in Biomedical Engineering: From Lab to Clinic

CUBEC, 2026

Panelist
EVENT
Featured in News Article: BME Undergraduate Student Received Honorable Mention for Outstanding Undergraduate Researcher Award

Featured in News Article: BME Undergraduate Student Received Honorable Mention for Outstanding Undergraduate Researcher Award

University of Waterloo SYDE News, 2025

Featured
ARTICLE
Augmented Reality for Guided Lung Ultrasound Acquisition

Augmented Reality for Guided Lung Ultrasound Acquisition

Ibtikar Seminar Series, 2025

Guest Speaker
TALK
Enhancing AI Testing: The Power of Metadata Hydration

Enhancing AI Testing: The Power of Metadata Hydration

Live Webinar, Kolena, 2024

Key Speaker
WEBINAR
Mastering RAG Systems for LLMs: From Pitfalls to Performance

Mastering RAG Systems for LLMs: From Pitfalls to Performance

Live Webinar, Kolena, 2024

Panelist
WEBINAR
Inertial Measurement Unit (IMU) Feature Extraction

Inertial Measurement Unit (IMU) Feature Extraction

Crash Workshop on Physiological Computing, Waterloo, 2022

Presenter
WORKSHOP