Graduate Reseachers

Identifying Adolescent Risk-taking Behaviours from Clinical Text

abir.naskar@student.unimelb.edu.au

Robust anomaly detection

afsaneh.hasanebrahimi@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

A computational analysis of conceptual combination through time

john.xu@student.unimelb.edu.au

Dynamic learning in cognitive agent architectures

archana.vadakattu@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

Inverse Reinforcement Learning Approach for intent inference in adversarial environments

cww3@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

Image captioning with conditional-GAN

dalinw@student.unimelb.edu.au

Towards a unified narrative representation for computational understanding of narrative text

dcurran@student.unimelb.edu.au

Augmenting clinical mental health practice with machine learning models and digital phenotyping insights

daniel.cabreralozoya@student.unimelb.edu.au

Automatic Insights: Database management in the era of data deluge

daadams@student.unimelb.edu.au

Thesis title TBA

gayan.wijesinghe@student.unimelb.edu.au

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

demian.inostrozaamestica@student.unimelb.edu.au

Robust data mining

y.yang29@student.unimelb.edu.au

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

dkariyawasan@student.unimelb.edu.au

Discovering insights through intent prediction and guided exploration

bdezoysa@student.unimelb.edu.au

Neural language model for abstractive text summarisation

ffajri@student.unimelb.edu.au

Retriever-augmented approaches for natural language processing

fan.jiang1@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

A fair plan towards mitigating bias and misinformation

gvallejo@student.unimelb.edu.au

Video anomaly detection in crowded scenes at multi-timescale

haitianh@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

An efficient, autonomous reward shaping algorithm with evolutionary game theory: applied to the field of multi-agent systems.

hwickramaara@student.unimelb.edu.au

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

hesam.asadollahzadeh@student.unimelb.edu.au

Using neural machine translation approaches to automate code improvements for code reviews

holin2@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

Identifying coordination and influential people in social media and their intentions

imanchanayak@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

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

Explainable computer vision algorithms

jiayang.ao@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

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

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

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

Thesis title TBA

maria.bulychev@student.unimelb.edu.au

Designing online learning environment based on peer feedback (dialogic interaction and self-reflection)

mparvanehakh@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

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

mcca2@student.unimelb.edu.au

Neural multi-document modeling and abstractive summarization

miao4@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

Thesis title TBA

mohammadariful.islam@student.unimelb.edu.au

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

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

mojgan.kouhounestani@student.unimelb.edu.au

Understanding AI dependency and AI’s impact on critical thinking in higher education: Factors and implications

muguo@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

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

nicholas.liang@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

Macro-economic policy investigation through agent-based modelling

ppit@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

Spatio-temporal traffic prediction using deep learning models

ranliang@student.unimelb.edu.au

In-domain user-centered low-resource machine translation

rmerx@student.unimelb.edu.au

Explainable computer vision to improve human-machine interaction

rinuanns@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

Towards explainable fact checking

ruixing@student.unimelb.edu.au

Hypothesis transfer for foundation models

ruijdong@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

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

Enhancing adversarial defence via robust statistics and certified robustness

shijiel2@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

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

Natural language understanding for learning agents

sukaih@student.unimelb.edu.au

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

ssheldrick@student.unmelb.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

A robust datamining approach to cell culture media optimisation

tiendungp@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

Performance prediction for low resource scenarios

vschram@student.unimelb.edu.au

Predict and optimise through time

vbarbosavaz@student.unimelb.edu.au

Pragmatic use of CodeQL in the Context of Code Review

wcharoenwet@student.unimelb.edu.au

Traffic prediction using graph neural networks

suxs3@student.unimelb.edu.au

Adversarial learning based on manifold learning and graph-based learning

xueqim@student.unimelb.edu.au

Abstract visual reasoning with text explanation

yanbeij@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

Literature-based discovery for Alzheimer's disease

yiyuanp1@student.unimelb.edu.au

Robust and explainable medical data mining and its application

yuhao.li@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

Multimodal large language model for digital trust

zewei.shi@student.unimelb.edu.au

Cross-lingual psycholinguistics with NLP methods

z.lim4@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

Adaptive data analysis for principled data reuse

zhuoqunh@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

Query constraint-aware tabular data generation

zuqingl@student.unimelb.edu.au

Mohammad Reza Ghasemi Madani