OpenReview
.net
OpenReview
.net
Login
OpenReview
.net
Login
Julia K. Lau
PhD student, School of IT, Monash University
Joined
April 2024
Names
Julia K. Lau
(Preferred)
,
Julia Lau Kaiwen
Emails
****@monash.edu
(Confirmed)
Personal Links
Google Scholar
Career & Education History
PhD student
School of IT,
Monash University
(monash.edu)
2023
–
2027
Undergrad student
School of IT,
Monash University
(monash.edu)
2019
–
2023
Advisors, Relations & Conflicts
PhD Advisor
Junn Yong Loo
2024
–
2027
PhD Advisor
Raphael CW Phan
2023
–
2027
PhD Advisor
Tan Chee Pin (Edwin)
2023
–
2027
PhD Advisor
Arghya Pal
2023
–
2024
PhD Advisor
Sailaja Rajanala
2023
–
2024
Expertise
deep learning; machine learning'; artificial intelligence
2023
–
2027
generative ai; diffusion models
2023
–
2027
Publications
Functional MRI Time Series Generation via Wavelet-Based Image Transform and Spectral Flow Matching for Brain Disorder Identification
Hwa Hui Tew
,
Junn Yong Loo
,
Leong Fang Yu
,
Julia K. Lau
,
Ding Fan
,
Hernando Ombao
,
Raphael CW Phan
,
Chee Pin Tan
,
Chee-Ming Ting
ICLR 2026 Poster
Readers:
Everyone
Learning Energy-Based Generative Models via Potential Flow: A Variational Principle Approach to Probability Density Homotopy Matching
Junn Yong Loo
,
Leong Fang Yu
,
Michelle Adeline
,
Julia K. Lau
,
Hwa Hui Tew
,
Arghya Pal
,
VISHNU MONN BASKARAN
,
Chee-Ming Ting
,
Raphael CW Phan
Accepted by TMLR
Readers:
Everyone
Variational Potential Flow: A Novel Probabilistic Framework for Energy-Based Generative Modelling
Junn Yong Loo
,
Julia K. Lau
,
Chee-Ming Ting
,
VISHNU MONN BASKARAN
,
Raphael CW Phan
,
Chee Pin Tan
ICLR 2025 Conference Withdrawn Submission
Readers:
Everyone
Co-Authors
Arghya Pal
Chee Pin Tan
Chee-Ming Ting
Ding Fan
Hernando Ombao
Hwa Hui Tew
Junn Yong Loo
Leong Fang Yu
Michelle Adeline
Raphael CW Phan
VISHNU MONN BASKARAN