Institution
Monash University
Recent research
- AI & ComputingOpen access
On the Feasibility of Deduplicating Compiler Bugs with Bisection
Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that expose identical compiler bugs. The pro...
- Society & EconomicsOpen access
Green finance has struggled to make a difference in climate change mitigation.For some, the main limitations lie in scaling and diversifying financial flows and instruments to close the climate funding gap, while for others, green finance is fundamentally flawed as an incumbent-l...
White Rose Research Online (University of Leeds, The University of Sheffield, University of York)2026-10-010 citationsRead our summary → - AI & ComputingOpen access
Sifting the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering
Static Application Security Testing (SAST) tools are essential for identifying software vulnerabilities, but they often produce a high volume of False Positives (FPs), imposing a substantial manual triage burden on developers. Recent advances in Large Language Model (LLM) agents...
- Society & Economics
. 2026;116(10):1575-1585. https://doi.org/10.2105/AJPH.2026.308697).
- Society & EconomicsOpen access
Vaccines not only directly protect vaccinated individuals but also contribute to protecting the entire population via indirect herd-immunity benefits. However, researchers have long struggled to quantify these indirect effects at the population level, hindering the assessment of...
- Health & MedicineOpen access
BACKGROUND: Despite continuous advancements in devices and techniques, transcatheter aortic valve implantation remains associated with complications impacting outcomes. In 2021, the Valve Academic Research Consortium (VARC) introduced the VARC-3 criteria to better classify proced...
- Health & Medicine
Objectives Corticosteroids in paediatric sepsis have the potential to improve outcomes, yet there is little supporting evidence regarding efficacy, choice of agents, dose or timing of administration. We describe the patterns of corticosteroid use in children hospitalised with sus...
- Climate & EnvironmentOpen access
Reassessing the Role of the Antarctic Slope Current in Poleward Ocean Heat Transport
Abstract The Antarctic Slope Current (ASC) is often considered a barrier to the poleward transport of Circumpolar Deep Water (CDW), yet its vast extent has hindered circumpolar analysis of this relationship. Here, we use a high‐resolution global ocean‐sea ice model that resolves...
- Health & MedicineOpen access
After stroke, people report ongoing health challenges to national registries without any follow-up. We aimed to assess the feasibility of a co-designed, registry-initiated, follow-up service provided by hospitals and tailored for people reporting health-related challenges between...
- Health & MedicineOpen access
Reducing Peripheral Intravenous Catheter Use in Adult Acute Care: A Systematic Review
ABSTRACT Peripheral intravenous catheters (PIVCs) are the most frequently inserted invasive device in acute care, yet up to 52% remain unused, exposing patients to avoidable risks and increasing healthcare costs. Despite growing awareness of inappropriate PIVC use, unnecessary in...
- Health & MedicineOpen access
Abstract Inflammation and oxidative stress (OS) are key to Parkinson’s disease (PD). We performed a cross-dataset integrative transcriptomic analysis to identify OS- and inflammation-related hub genes consistently dysregulated in PD and to explore gene–compound relationships usin...
- Climate & EnvironmentOpen access
Antimicrobial-resistant (AMR) bacteria and genes are continually exchanged among humans, animals, and environmental reservoirs. Disparate and siloed surveillance methods present a major challenge for tracing and disrupting AMR transmission, with clinical monitoring focusing on de...
- Society & EconomicsOpen access
ABSTRACT Background Although migrants are recognised as heterogeneous, research often emphasises origin over receiving‐context experiences. Objectives We investigated maternal risk factors and perinatal outcomes by duration of residence in Australia, stratified by region of birth...
- Health & MedicineOpen access
A Review on Current Challenges and Knowledge Gaps in Artificial Stone Silicosis
BACKGROUND: The global emergence of artificial stone (AS) silicosis represents a critical occupational health challenge. The aim of this systematic review is to provide an overview of the clinical, functional, radiological, and occupational characteristics of patients affected by...
- Health & MedicineOpen access
Purpose To evaluate seizure control and foetal malformation in the first pregnancy of women with epilepsy through the analysis of the Australian Pregnancy Register database focusing of women with epilepsy intending or beginning their first pregnancy. This was achieved through a s...
- BiologyOpen access
Abstract Background Friedreich ataxia (FRDA) is a rare neurodegenerative disorder with heterogenous clinical progression, complicating prognosis and trial design. Neuroimaging offers objective biomarkers of disease progression, yet variability in progression patterns remains poor...
- Health & MedicineOpen access
ABSTRACT Background A higher ratio of IGF‐1:IGF binding protein 1 (IGFBP1) was associated with improved prognosis in the CHAARTED trial of docetaxel in participants with metastatic hormone‐sensitive prostate cancer (mHSPC). The ENZAMET trial demonstrated the survival benefit of a...
- Engineering & TechnologyOpen access
Maximal sets of mutually orthogonal frequency squares and Doehlert-Klee designs
Abstract A binary frequency square of type $$(n;\lambda _0,\lambda _1)$$ ( n ; λ 0 , λ 1 ) is a (0, 1)-matrix of order n with $$\lambda _0$$ λ 0 zeros and $$\lambda _1$$ λ 1 ones in each row and in each column. Two such squares are orthogonal if there are exactly $$\lambda _1^2$$...
- AI & ComputingOpen access
Abstract The theory of the topological vertex was originally proposed by Aganagic, Klemm, Mariño and Vafa as a means to calculate open Gromov–Witten invariants of toric Calabi–Yau threefolds. In this paper, we place the topological vertex within the context of relative Gromov–Wit...
- Physics & SpaceOpen access
Abstract The study of young and fast astronomical transients is often limited by the difficulty of acquiring data, particularly spectra, within hours to days of explosion. Historically, follow-up programmes have rarely obtained spectra until many days after discovery; coupled wit...