Graduate Reseachers

Identifying Adolescent Risk-taking Behaviours from Clinical Text

abir.naskar@student.unimelb.edu.au

Multimodal neural signal processing for enhanced accuracy in non-invasive, portable BCI devices

Adam.Lynton@student.unimelb.edu.au

Robust anomaly detection

afsaneh.hasanebrahimi@student.unimelb.edu.au

Robustness of vision and language foundation models

ali.alrasheed@student.unimelb.edu.au

Forecasting of listener reaction trajectory in dialogues

angela.yuan@student.unimelb.edu.au

Measuring and improving the usability of agent-based models for infectious disease modelling

baduyanh.pham@student.unimelb.edu.au

Watermarks for Large Language Models

anudeex.shetty@student.unimelb.edu.au

Improving robustness of machine perception by intervention

ayazdanparas@student.unimelb.edu.au

Developing advanced processing tools for under-resourced languages focusing on morphological features

amahmudi@student.unimelb.edu.au

Enhanced bilevel optimization via machine learning

bmoradi@student.unimelb.edu.au

Adversarial attacks on generative AI models

canaany@student.unimelb.edu.au

Automated monitoring of green infrastructure in Melbourne

clei1@student.unimelb.edu.au

Foundation-model reuse via model reprogramming

chengyi.cai@student.unimelb.edu.au

Reconstructing social influence networks and tracking opinion dynamics on social media

chenhaog1@student.unimelb.edu.au

Thesis title TBA

guest.c@student.unimelb.edu.au

Entrepreneurial initiatives and team collaboration: effects of modes of behaviour on startup team effectiveness and success

c.lewis1@student.unimelb.edu.au

Towards a unified narrative representation for computational understanding of narrative text

dcurran@student.unimelb.edu.au

Automatic Insights: Database management in the era of data deluge

daadams@student.unimelb.edu.au

Explaining cross-lingual variation in grammatical case systems through Information-theoretical approaches

demian.inostrozaamestica@student.unimelb.edu.au

Multi-modal spatial-temporal graph neural networks for user stance prediction

dkariyawasan@student.unimelb.edu.au

Enhancing spatio-temporal graph learning: addressing distribution shift and scalability

dingyang.lyu@student.unimelb.edu.au

Discovering insights through intent prediction and guided exploration

bdezoysa@student.unimelb.edu.au

Using eye-tracking technology to improve visual data exploratory tools performance

farzaneh.zirak@student.unimelb.edu.au

Effective and efficient algorithms for region similarity queries

fengzes@student.unimelb.edu.au

Efficient exploration in planning

rosag@student.unimelb.edu.au

Learning causal models with latent variables

haichil@student.unimelb.edu.au

Video anomaly detection in crowded scenes at multi-timescale

haitianh@student.unimelb.edu.au

Nonconvex optimisation: algorithms, generalisation and robustness

hanchen.zhang2@student.unimelb.edu.au

Invariance testing in LLM: Through the classification and recognition task from multi-modality

haoran.zhao.2@student.unimelb.edu.au

Comprehensive de novo protac design via denoising diffusion probabilistic models

haoyuanl2@student.unimelb.edu.au

Adversarial machine learning for anomaly detection

asugathadasa@student.unimelb.edu.au

Optimization of production by selected turbine de-rating at Macarthur Wind Farm

lantaoz@student.unimelb.edu.au

Towards the effective adaptation of foundation models

heethanjan.kanagalingam@student.unimelb.edu.au

Detecting and mitigating LLM-based impersonation in dialogues: Trustworthy generative models in adversarial settings

hesam.asadollahzadeh@student.unimelb.edu.au

Fair and efficient large language models for reducing diabetes healthcare disparities in rural and underserved Australian communities

hongyu.jin@student.unimelb.edu.au

Improving the safety properties of machine learning systems with mechanistic anomaly detection

hlyonskeenan@student.unimelb.edu.au

Advancing multi-modal information retrieval using LLM-based knowledge management

hyunsuk.chung@student.unimelb.edu.au

Using NLP to determine semantic drift in mental health discourse

jemima.kang@student.unimelb.edu.au

Enhancing trustworthiness and robustness of machine learning models in adversarial environments

jiaczhang1@student.unimelb.edu.au

RiTuaL: Reliable and trustworthy machine learning for time series modeling in mobile health

jiahengd@student.unimelb.edu.au

What makes AI planning hard? From complexity analysis to algorithm design

jiajia.song@student.unimelb.edu.au

Certified robustness for audio-based machine learning systems

jianix1@student.unimelb.edu.au

Leveraging generative AI to inform health services research

jiehuang3@student.unimelb.edu.au

Save you from irrational decisions: a responsive agent affected by user emotions

jieyang3@student.unimelb.edu.au

Transfer learning for foundation models

jinhao3@student.unimelb.edu.au

Fairness and bias in natural language processing

jinruiy@student.unimelb.edu.au

Multi-hop and multimodal question-answering for complex scientific documents

jinwoo.kim@student.unimelb.edu.au

Experimental design and performance pptimisation of monoclonal antibody production in bioreactors under insufficient data based on machine learning

jinxi.wang1@student.unimelb.edu.au

Applied deep learning control for neurological disease models

zhoujj@student.unimelb.edu.au

Developing human-centred parameters for mathematical optimisation to create an intuitive experience

josephine.delore@student.unimelb.edu.au

Towards responsible generative visual modeling

kasra.kamali@student.unimelb.edu.au

Using chatbots and natural language processing to train and evaluate mental health therapists

kejian.cui@student.unimelb.edu.au

Enhancing reinforcement learning algorithms for team-based systems

kevin.mcdonald@student.unimelb.edu.au

Towards effective multi-modal foundation models

khawar.islam@student.unimelb.edu.au

Self-driving databases: statistical sampling for efficient cost estimation

lrathuwadu@student.unimelb.edu.au

Ethical education in Computing: A path to prevent Artificial Intelligence harm?

lcamargo@student.unimelb.edu.au

Understanding Internalized Stigma in People with Mental Health Conditions on Social Media: Manifestations, Influencing Factors, and Impacts

liuliuc@student.unimelb.edu.au

Deceptive planning in multiagent environments

lyndon.benke@student.unimelb.edu.au

Investigating accelerated methods for solving Invex optimization problems

mansour.safarpoor@student.unimelb.edu.au

Thesis title TBA

maria.bulychev@student.unimelb.edu.au

Using cognitive models to understand memorability of real-world images

mashnoon.islam@student.unimelb.edu.au

Towards multilingual models of framing detection in news coverage of contemporary polarizing issues

guida@student.unimelb.edu.au

Adapting learning to overcome memorization of sparse data subsets

mehreen.mubashar@student.unimelb.edu.au

Enhancing transformer models: a study of information bottleneck theory for efficient representation learning

mcca2@student.unimelb.edu.au

Interactive agents for combating misinformation

mingbin.chen@student.unimelb.edu.au

Modelling and optimization of bioprocess systems

mitra.heidari@student.unimelb.edu.au

Understanding the unseen: A theoretical and computational framework for explainable language models

Image for Mohammed Ishaq Mohammed Shoeb Ansari

Responsible use of generative AI models

mohammedishaq.mohammedshoebansari@student.unimelb.edu.au

Modification of the temporal data embedded in electronic medical records dataset targeting cancer prediction using machine learning methods

mojgan.kouhounestani@student.unimelb.edu.au

Efficient state space models for computer vision

mubasshir.murshed@student.unimelb.edu.au

Visual spatial reasoning in visual language models

akasakam@student.unimelb.edu.au

Trustworthiness in using foundation models

muxing.li@student.unimelb.edu.au

Intelligent intersection management for improved traffic safety

nadeeshan.dissanayakemudiya@student.unimelb.edu.au

Robust Medical Datamining

navid.akhavanattar@student.unimelb.edu.au

Detecting in-group hateful language in online communities

ne.luo@student.unimelb.edu.au

LLM-assisted detection of sensitive data leakage and graud using knowledge graphs

nicholas.liang@student.unimelb.edu.au

Automating cyber purple teaming with agentic AI

nicholas.l.sharp@student.unimelb.edu.au

A pixel-level unsupervised approach to image anomaly detection

nhewadehigah@student.unimelb.edu.au

Real time digital twins for intelligent transportation systems

jjjayasi@student.unimelb.edu.au

Unlearnable text and protecting digital data from exploitation

pitp@student.unimelb.edu.au

Data-driven methods for modelling, optimising and validating digital bioprocess development

pou1@student.unimelb.edu.au

Understanding the impact of population heterogeneity on the computational modelling of STIs

ppillai@student.unimelb.edu.au

In-domain user-centered low-resource machine translation

rmerx@student.unimelb.edu.au

Modelling the impact of pandemics on health care services

roben.delosreyes@student.unimelb.edu.au

Machine learning for automated generation of validated infra-red signature models

r.langtry1@student.unimelb.edu.au

Novelty search and quality diversity algorithms in latent world models

robert.mcarthur@student.unimelb.edu.au

Hypothesis transfer for foundation models

ruijdong@student.unimelb.edu.au

Towards explainable fact checking

ruixing@student.unimelb.edu.au

Towards understanding user perceptions of fake news on social media

vithanage@student.unimelb.edu.au

Enhancing robustness in machine learning systems: a multimodal setting with a focus on speech

s.archolz@student.unimelb.edu.au

Development of a novel algorithm for motif discovery and anomaly detection in medical time series data from ventilators

saumya.karunadhika@student.unimelb.edu.au

Energy-aware machine learning

sayantan.dasgupta@student.unimelb.edu.au

Integrating visual and textual cues for time-series forecasting

sehyuk.park@student.unimelb.edu.au

Agitation States Computing for Tailored Music Recommendation

shaona.cheng@student.unimelb.edu.au

Enhancing large language models and knowledge bases through mutual integration

shengxiang.gao1@student.unimelb.edu.au

Prompts Evaluation and Refinement

shuhe.wang.1@student.unimelb.edu.au

Multimodal commonsense knowledge distillation for visual question answering

shuo.yang.2@student.unimelb.edu.au

Improving rapid response systems through predictive analytics

singct@student.unimelb.edu.au

Multimodal speech and language Understanding in low-resource and real-world environments

siyi.wang.4@student.unimelb.edu.au

Collaborative human-ML decision making for medical diagnostics: an ICP-based approach

sodu@student.unimelb.edu.au

Interpretability-aware visual modeling

soyoun.won@student.unimelb.edu.au

Explaining vision transformers for small object detection

suhail.najeeb@student.unimelb.edu.au

"Computer says no": impacts of AI in information systems for rural and remote small businesses

ssheldrick@student.unmelb.edu.au

Memorisation or generalisation? Evaluating the creativity of large language models

tao.shi@student.unimelb.edu.au

Shapelet transformer for time series and its applications in healthcare

xuanmay.le@student.unimelb.edu.au

Modular multimodal architectures for plug-and-play applications

shan.ng@student.unimelb.edu.au

Digital phenotyping (personal sensing) for mental health and well-being

tianyiz4@student.unimelb.edu.au

Modelling 3D shape of sands from X-ray computed tomography images

tingxuanw@student.unimelb.edu.au

Multiscale modelling of airborne pathogens: Investigating the role of within-host and between-host factors in transmission

thomash1@student.unimelb.edu.au

Advancing responsible generative AI in computer vision

tuanduong.trinh@student.unimelb.edu.au

Accelerate data-driven decision making: LLM-powered agentic AI to streamline data management tasks

uvini.ranaweera@student.unimelb.edu.au

Predict and optimise through time

vbarbosavaz@student.unimelb.edu.au

Adversarial learning based on manifold learning and graph-based learning

xueqim@student.unimelb.edu.au

Hypothesis testing with learned kernel functions

xunyet@student.unimelb.edu.au

Abstract visual reasoning with text explanation

yanbeij@student.unimelb.edu.au

An investigation of query optimization in databases using meta-learning methods

yang.li.11@student.unimelb.edu.au

Leveraging multimodal large language models for audio generation

yang.xiao.1@student.unimelb.edu.au

Student profile modelling using XAI algorithms

soys@student.unimelb.edu.au

Character-centric story understanding and generation

yigeng@student.unimelb.edu.au

Transfer learning driven weather prediction

yiyguo2@student.unimelb.edu.au

Ensuring model robustness under distribution shift

steven.luo@student.unimelb.edu.au

Multimodal knowledge editing for bias mitigation

yue.dai.3@student.unimelb.edu.au

Large Scale High-Accuracy Molecular Dynamics using Hybrid Quantum-AI Methods

yufan.xia1@student.unimelb.edu.au

Robust and explainable medical data mining and its application

yuhao.li@student.unimelb.edu.au

Mining environmental eukaryotic sequence data with deep learning

yuhao.tong@student.unimelb.edu.au

Explainable time series forecasting

yu.li21@student.unimelb.edu.au

NeuralDB: unleashing the power of neural networks in database management systems for intelligent data processing

yuxiang.wang8@student.unimelb.edu.au

Autonomous and robust AI in low-resource settings

zaherj@student.unimelb.edu.au

To solve the current problems of NeRF and to explore the application of NeRF in robotic vision or automatic drive

zhenkai.zhang@student.unimelb.edu.au

Reinforcement Learning for robust decision-making under deep uncertainty

zppei@student.unimelb.edu.au

Data-adaptive non-parametric hypothesis testing

zzhou1599@student.unimelb.edu.au

Exploring the psychological-social impacts of sexually transmitted infections (STIs) across different demographics and data sources

xu.z2@student.unimelb.edu.au

Agent-Driven learning in LVLMs: Structured reasoning over VRDs via self-instruct and refinement

ziyang.liu7@student.unimelb.edu.au

Query constraint-aware tabular data generation

zuqingl@student.unimelb.edu.au

Mohammad Reza Ghasemi Madani