Deval Mehta

Assistant Professor, School of Computing Technologies, Royal Melbourne Institute of Technology

Postdoc, Department of Data Science & AI, Monash University

Joined

December 2021

Names

Deval Mehta (Preferred)

Emails

****@monash.edu (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Assistant Professor

School of Computing Technologies, Royal Melbourne Institute of Technology (rmit.edu.au)

2026 – Present

Postdoc

Department of Data Science & AI, Monash University (monash.edu)

2021 – 2026

Postdoc

AI for Healthcare, International Business Machines (ibm.com)

2020 – 2021

Advisors, Relations & Conflicts

PhD Advisor

Shoushun Chen

2014 – 2018

Expertise

Deep Learning

Present

Multimodal Learning

Present

Generative AI

Present

Publications

Adaptive Transformer Modelling of Density Function for Nonparametric Survival Analysis.
Xin Zhang, Deval Mehta, Yanan Hu, Chao Zhu, David Darby, Zhen Yu, Daniel Merlo, Melissa Gresle, Anneke van der Walt, Helmut Butzkueven, Zongyuan Ge
- CoRR 2024
- Readers: Everyone
Towards Objective Obstetric Ultrasound Assessment: Contrastive Representation Learning for Fetal Movement Detection
Talha Ilyas, Duong Nhu, Allison Thomas, Arie Levin, Lim Wei Yap, Shu Gong, David Vera Anaya, Yiwen Jiang, Deval Mehta, Ritesh Warty, Vinayak Smith, Maya Reddy, Euan Wallace, Wenlong Cheng, Zongyuan Ge, Faezeh Marzbanrad
- CoRR 2025
- Readers: Everyone
Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models
Deval Mehta, Yiwen Jiang, Catherine L. Jan, Mingguang He, Kshitij S. Jadhav, Zongyuan Ge
- CoRR 2025
- Readers: Everyone
M3CoL: Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification
Raja Kumar, Raghav Singhal, Pranamya Prashant Kulkarni, Deval Mehta, Kshitij Sharad Jadhav
- Accepted by TMLR
- Readers: Everyone
Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models
Yiwen Jiang, Deval Mehta, Wei Feng, Zongyuan Ge
- ACL (1) 2025
- Readers: Everyone
Privacy-Centric Seizure Detection Using Surface Normals, Pose and Segmentation Masks
Kishore Gandhi Ponnambalam, Talha Ilyas, Shobi Sivathamboo, Zongyuan Ge, Patrick Kwan, Levin Kuhlmann, Deval Mehta
- AI (2) 2025
- Readers: Everyone
Adaptive transformer modelling of density function for nonparametric survival analysis
Xin Zhang, Deval Mehta, Yanan Hu, Chao Zhu, David Darby, Zhen Yu, Daniel Merlo, Melissa Gresle, Anneke van der Walt, Helmut Butzkueven, Zongyuan Ge
- Mach. Learn. 2025
- Readers: Everyone
M3CoL: Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification
Raja Kumar, Raghav Singhal, Pranamya Prashant Kulkarni, Deval Mehta, Kshitij Sharad Jadhav
- Trans. Mach. Learn. Res. 2025
- Readers: Everyone
Knowledge Tree Driven Contextualized Instruction Tuning of Foundation Models for Epilepsy Drug Recommendation
Duy Khoa Pham, Deval Mehta, Yiwen Jiang, Daniel Thom, Richard Shek-kwan Chang, Mohammad Nazem-Zadeh, Emma Foster, Timothy Fazio, Sarah Holper, Karin Verspoor, Jiahe Liu, Duong Nhu, Sarah Barnard, Terence J. O'Brien, Zhibin Chen, Jacqueline French, Patrick Kwan, Zongyuan Ge
- MICCAI (6) 2025
- Readers: Everyone
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge
- EMNLP 2025
- Readers: Everyone

View all 31 publications

Co-Authors

Adrian Bowling
Akshat Gautam
Allison Thomas
Anneke van der Walt
Antonio Di Ieva
Anurag Shandilya
Arie Levin
Brigid Betz-Stablein
C. Paul Bonnington
Catherine L. Jan
Chao Zhu
Daniel Merlo
Daniel Thom
David Darby
David Vera Anaya
Duong Nhu
Duy Khoa Pham
Dwarikanath Mahapatra
Emma Foster
Euan Wallace
Faezeh Marzbanrad
H. Peter Soyer
Helmut Butzkueven
Hugh Simpson
Jacqueline French

View all 73 co-authors