Digital Commons Network^™

Mechanical Properties And Reproducibility Of One-Part Ambient-Cured Slag And Fly Ash-Based Geopolymer Concrete, Daro Sun, Jessey Lee, Alireza Mohyeddin, Janitha Migunthanna

Research outputs 2022 to 2026

The cement industry is a major source of anthropogenic CO2 emissions due to its energy-intensive production process and calcination of limestone. Producing one ton of cement emits approximately one ton of CO2, and cement accounts for about 5% to 8% of global CO2 emissions. In this context, cement-less one-part (“just-add-water”) ambient-cured geopolymer concrete (GPC) has gained attention due to its environmental friendliness and practicality for large-scale cast-in-situ construction. However, field adoption remains limited, mainly due to the scarcity of data on mechanical properties and durability, as well as the lack of widely accepted standards and specifications. This paper is part …

Mining Waste As A Resource In Construction: Applications, Benefits, And Challenges, Chathurika Dassanayake, Nuha S. Mashaan, Daniel Oguntayo

Research outputs 2022 to 2026

Mining activities generate vast quantities of waste each year, including mine tailings, bauxite residue, waste rock, and various metallurgical slags. Although these materials have traditionally been regarded as environmental liabilities, many possess physical and chemical properties that make them promising candidates for use in construction. This review synthesizes recent research on the utilization of major mining waste streams, with particular emphasis on pavement applications and other construction materials. The findings indicate that bauxite residue exhibits both pozzolanic and filler characteristics, demonstrating potential in asphalt mastics, asphalt mixtures, and other construction products. Nonetheless, its widespread adoption is constrained by issues such …

Novel Small-Molecule Analogues Of Iu1 Ameliorate Amyloid-Β Mediated Toxicity In Alzheimer’S Disease Cell And Worm Models, Ajish Ariyath, Fraulein Denise Arigo, Izhar Wallach, W. M.A.D.Binosha Fernando, Ralph N. Martins, Prashant Bharadwaj

Research outputs 2022 to 2026

Dysregulation of the deubiquitinating enzyme Ubiquitin-specific peptidase 14 (USP14) is implicated in several neurodegenerative diseases, and IU1, an allosteric inhibitor, has shown neuroprotective effects by reducing protein aggregate toxicity. This study aimed to develop new IU1 analogues and evaluate their ability to mitigate amyloid-β (Aβ) accumulation and toxicity in Alzheimer’s disease (AD) cell and Caenorhabditis elegans worm models. IU1 and 71 newly designed analogues identified using the AtomNet^® virtual screening platform were assessed in an amyloid precursor protein-C terminal fragment/amyloid-β (APP-C99/Aβ)-producing AD cell model using a high-throughput toxicity assay. Lead compounds were further evaluated for their effects on neurodegeneration, …

Pathological Response Calculation Assessment Remains Accurate With Reduced Tumor Bed Examination After Neoadjuvant Immunotherapy In Clinically Detectable Stage Iii Melanoma, R. V. Rawson, N. G. Maher, A. M. Menzies, S. N. Lo, N. Mesbah Ardakani, L. A. Jackett, I. A. Vergara, T. E. Pennington, K. F. Shannon, S. Ch’Ng, M. Gonzalez, E. M. Burton, M. W. Lucas, I. L.M. Reijers, E. A. Rozeman, D. E. Gyorki, S. Sandhu, M. S. Carlino, J. Howle, M. Khattak, A. Van Der Westhuizen, M. C. Andrews, V. Atkinson, A. C.J. Van Akkooi, A. J. Spillane, R. P.M. Saw

Research outputs 2022 to 2026

Background: Neoadjuvant immunotherapy produces event-free survival advantage over adjuvant therapy for patients with surgically resectable macroscopic stage IIIB/C/D melanoma. Pathological response, determined as percentage residual viable tumor (% RVT), provides critical prognostic information and informs management decisions. Here, we assessed accuracy of %RVT calculation when reduced tumor bed (TB) was examined and leverage these results proposing streamlined protocols for pathological examination. Patients and methods: Comprehensive histopathological examination was carried out on 134 patient specimens after neoadjuvant immunotherapy with ipilimumab and nivolumab. Impact on %RVT when evaluating less TB than recommended by the initial International Neoadjuvant Melanoma Consortium (INMC) protocol was …

Regulation Of Autophagy-Mediated Pathways By Diet, Physical Activity, And Sleep In Alzheimer's Disease, Ajish Ariyath, Zoe Mputhia, Christopher Dougherty, Bushra Kaleelur Rahuman, W. M.A.D.Binosha Fernando, Belinda Brown, Samantha L. Gardener, Stephanie R. Rainey-Smith, Ralph Martins, Prashant Bharadwaj

Research outputs 2022 to 2026

Alzheimer's disease (AD) is a progressive, age-related, neurodegenerative disorder marked by cognitive decline, memory loss, and accumulation of amyloid beta (Aβ) plaques and tau tangles. A key feature of AD is impaired protein homeostasis, often driven by autophagy dysfunction. Autophagy, a cellular degradation and recycling process, plays a vital role in maintaining neuronal health and is increasingly recognized as a therapeutic target in AD. Lifestyle factors such as diet, physical activity, and sleep can positively influence autophagy and support cognitive function. Intermittent fasting (IF) and calorie restriction (CR) activate autophagy and promote longevity; physical activity enhances cerebral blood flow and …

Taurine Supplementation And Human Heat Tolerance: Mechanisms, Evidence, And Integration With Heat Acclimation, Cooling, And Hydration, Siavash Naddafha, Jeffrey R. Stout, Cassandra Evans

Research outputs 2022 to 2026

Heat exposure during strenuous exercise increases core temperature and cardiovascular strain, impairing performance and elevating the risk of heat illness. Standard countermeasures include heat acclimation, cooling, and hydration/electrolyte planning. Taurine is a sulfur-containing amino acid present in excitable tissues and widely used as an oral supplement; emerging human trials suggest it can augment thermoregulation, primarily by enhancing eccrine sweating and evaporative heat loss. This narrative review synthesizes mechanistic and applied evidence on taurine during exercise in hot environments and evaluates potential interactions with acclimation, cooling strategies (pre- and per-cooling), and hydration practices. Across a small number of randomized, mostly double-blind …

The Impact Of A Structured Training Program On The Depth Perception Of Ab Initio Drone Pilots, John Murray, Steven Richardson, Keith Joiner, Graham Wild

Research outputs 2022 to 2026

Highlights: What are the main findings? First empirical assessment of depth-perception improvement from an official RPAS training program. Demonstrates measurable perceptual-skill gains despite no explicit syllabus objective for depth perception. What are the implications of the main findings? Conducted in authentic operational settings under regulated conditions, ensuring strong external validity. Establishes a validated baseline for future comparative and longitudinal studies on perceptual training effectiveness. Flying remotely requires accurate perception of the environment to ensure safe operation. While remotely piloted aircraft (RPA) bring unique opportunities, they also present new challenges for the pilot, including exercising accurate depth perception. The impact of …

Animal Taxa Threatened By Adverse Fire Regimes In Western Australia: A Synthesis And Outlook, Tim S. Doherty, Mark G. Allen, Karlene Bain, Stephen J. Beatty, Allan H. Burbidge, Renee A. Catullo, Sarah Comer, Ben Corey, Saul J. Cowen, Robert A. Davis, Martin A. Dziminski, J. Anthony Friend, Bruce Greatwich, Mark S. Harvey, Hannah Killian, Michael W. Klunzinger, Damian C. Lettoof, Nicola J. Mitchell, Melinda Moir, Harry A. Moore, David L. Morgan, Ian J. Radford, Michael G. Rix, Tom Vigilante, Adrian F. Wayne, Corey Whisson

Research outputs 2022 to 2026

Adverse fire regimes threaten biodiversity, potentially leading to population declines and increased extinction risk. Understanding how varying fire regimes affect threatened species is essential for effective ecosystem management, including in Western Australia where diverse ecosystems are exposed to wildfires, Indigenous burning, and prescribed fire. We compiled and synthesised data on the threat of adverse fire regimes to threatened animal taxa in Western Australia. Using a threat classification scheme, we ranked adverse fire regimes as having either no, low, medium, high, or unknown impact on each taxon. A total of 212 taxa were reviewed, 153 (72%) of which are considered fire-threatened: …

Children's Experiences Of Functional Constipation: A Qualitative Reflexive Thematic Analysis, Gunilla Flankegård, Patrik Rytterström, Berit M. Gustafsson, Evalotte Mörelius

Research outputs 2022 to 2026

Background: Childhood functional constipation, a common concern within child healthcare, necessitates oral and rectal medical treatments, that are mostly administered by parents in the home environment. It is important to gather children's perspectives in child- and family-centred care. The private nature of toileting, bowel movements, and faecal incontinence are areas of taboo and stigmatisation. Research is scarce on how children perceive this common but private situation of oral and rectal constipation treatment. Objective: To explore children's experiences of functional constipation and its treatments. Design: A qualitative interview study with a constructionist epistemology and a predominantly experiential orientation. Setting: Individual interviews …

Contemporary Structures, Processes, And Outcomes Of Critical Care Nursing Education: An Integrative Review, Farida Saghafi, Carol Grech, Belinda Causby, Angelique Clarke, Jacqueline Jauncey-Cooke, Deb Massey, Kaye Rolls, Kylie Thompson, Melanie Greenwood

Research outputs 2022 to 2026

Objective: The critical care workforce requires nurses who are specialised, educated, and adaptable to manage complex situations, with the capability to make informed decisions for optimal patient care. The Australian College of Critical Care Nurses supports evidence-based practice through an education position statement, which is periodically updated to reflect evolving needs. In this review, our aim was to inform revisions to the position statement on critical care nurse education by examining the structure, processes, and outcomes of contemporary education programs designed to enhance the capability of registered nurses working in critical care environments internationally. Review method used: An integrative review …

Intrapartum Experiences Of Gestational Surrogates And Intended Parents In Australia: A Qualitative Study, Jutharat Attawet, Leo Ng, Evie Kendal, Yunjing Qiu, Myles Ojabo, Sarah Jefford, Micah D.J. Peters

Research outputs 2022 to 2026

Background Gestational surrogacy is an increasingly visible, though tightly regulated, pathway to parenthood in Australia, yet intrapartum care remains under-examined. Existing maternity models are grounded in woman-centred care and offer limited guidance for births involving surrogates and intended parents within a triadic care relationship. Objectives To describe the intrapartum experiences of gestational surrogates and intended parents in Australia and to identify care processes that support or hinder respectful, inclusive practice. Methods A descriptive qualitative study was conducted with purposive sampling. Seventeen participants took part between December 2024 and May 2025, comprising nine gestational surrogates and eight intended parents who had …

Mitigating Malware Prevalence In Networks With Arbitrary Topologies: A Flip-It Cyber Game Approach Integrated With Epidemic Modeling, Mousa Tayseer Jafar, Lu Xing Yang, Gang Li, Robin Doss, Kon Mouzakis, Rajesh Vasa, Helge Janicke, Ahmed Ibrahim, Ahmed Mohsin, Iqbal H. Sarker, Kristen Moore, Seyit Camtepe, Diksha Goel

Research outputs 2022 to 2026

Cyber threats have evolved in complexity, aiming at a wide range of sectors using advanced methods and tools. This evolving threat landscape challenges existing cybersecurity frameworks, many of which lack the adaptability to counteract the complex tactics of sophisticated adversaries. Developing robust cyber defense strategies requires simulating dynamic interactions between attackers and defenders across high, moderate, and low-impact scenarios. The Flip-It cyber game serves as an intelligent framework for simulating these interactions, enabling the analysis of adaptive strategies in cybersecurity. This paper aims to address the problem of mitigating malware prevalence with full consideration of attack/defense capabilities in arbitrary network …

Pediatric Pqct-Derived Tibial Bone Mineral Density Estimates: A Systematic Review And Meta-Regression, Anna Maria Markarian, Dennis R. Taaffe, Daniel A. Galvão, Jodie Cochrane Wilkie, Carolyn J. Peddle-Mcintyre, Mark Markarian, Daniel J. Schiferl, Robert U. Newton

Research outputs 2022 to 2026

Background: Assessing bone mineral density (BMD) in children and adolescents is essential for detecting skeletal deficits and fracture risk. Peripheral quantitative computed tomography (pQCT) has gained increasing attention as a valuable imaging tool due to its ability to assess bone quality. Unlike dual-energy x-ray absorptiometry, pQCT provides volumetric BMD measurements and distinguishes between cortical and trabecular compartments. Despite these advantages, its clinical adoption remains limited due to the lack of reference data and standardized protocols. Methods: A systematic search was conducted in CINAHL, Embase, PubMed, SPORTDiscus, and Web of Science from inception to November 2024. Studies reporting pQCT-derived tibial BMD …

Reflection On Community-Diversified Influence Maximization In Social Networks, Jianxin Li, Taotao Cai, Ke Deng, Timos Sellis, Feng Xia

Research outputs 2022 to 2026

To celebrate the 50th Anniversary of the Information Systems Journal, we are delighted to share our research reflections on the article “Community-diversified influence maximization in social networks” published at Information Systems in 2020. Our reflections will highlight the impact of this article on the authors’ research trajectories, its influence on the broader research community, and its contributions to industry practice.

Demographic And Other Correlates Of Non-Prescription Drug Use Among College Students During The Covid-19 Pandemic, Subi Gandhi, Sidketa Fofana, Md Rafiul Islam, Tamer Oraby

School of Mathematical & Statistical Sciences Faculty Publications

Background and objectives: Substance use among college students in the U.S. remains a pressing concern and may have intensified during the COVID-19 pandemic due to increased stress, uncertainty, and academic disruptions. This study investigates the relationship between non-prescription drug use and various demographic, mental health, and behavioral factors among college students during the pandemic's early stages.

Methods: Data were collected through online and in-person surveys in the summer semester of 2021. Behavioral health was assessed using validated instruments: the Patient Health Questionnaire-9 (PHQ-9) for depression and the Drug Abuse Screening Test-20 (DAST-20) for substance use. Demographic and behavioral variables were …

A Narrative Review On The Neurobiology Of Lucid Dreaming: Mechanisms And Therapeutic Potential, Tirath Patel, Ashfaq Ahmed, Kinza Irshad, Rahat Ullah, Anaya Noor, Eiman Anwar, Rai Muhammad Umar Khan, Moazzam Akhtar, Fathimathul Henna, Nikhilesh Anand

School of Medicine Publications

Background: Lucid dreaming (LD), which involves being aware of and controlling one's dreams, is of particular interest in the study of consciousness and has potential therapeutic applications. In this narrative review, we highlight the neurobiological aspects of LD, specifically its mechanisms associated with the activation of prefrontal and parietal areas, increased gamma oscillations, and the influence of cholinergic and dopaminergic signaling, primarily during rapid eye movement (REM) sleep.

Objective: To evaluate human data on brain mechanisms and clinical effects, synthesizing the neurobiological foundations and therapeutic possibilities of LD, including remarkably controlled lucid dreams.

Methods: A narrative review of peer-reviewed research …

Acute Otitis Media: Antibiotic Length, Children's Mercy Kansas City

Clinical Critically Appraised Topics

No abstract provided.

Diagnostic Limitations, Patient Characteristics, And Confounding Factors Impacting Neurotologic Lesion Imaging: A Systematic Review, Diana Hamdan, Precious Ochuwa Imokhai, Alexandra Konvalina, Baokhanh Nguyen, Maha Alhoda, Valentina Alejandra Da Silva Acosta, Waseem Syed, Amanda Brooks

Student Publications

Background: Neuroimaging protocols for neurotologic disease are often developed without consideration of patient-specific factors such as biological differences, clinical presentation variability, and comorbidities. This lack of tailored design contributes to insufficient detection, delayed diagnosis, and inappropriate treatment. Objectives: To critically examine the literature on diagnostic limitations of neuroimaging for neurotologic lesions and identify gaps in protocol validation, accuracy, and clinical translation. Methods: A systematic review of PubMed and Google Scholar was conducted, focusing on studies published between 2015 and 2025 that evaluated diagnostic imaging outcomes in patients with neurotologic lesions. Eligible studies included prospective cohorts, retrospective analyses, …

National Demographic And Treatment Patterns Of Finger Cellulitis, Paronychias, And Felons, Teresa M. Veselack, Annie Fritsch, Tyler Perleberg, Matthew E. Doscher, Bryan G. Beutel

Student Publications

Background: Finger cellulitis, felon, and paronychia may be treated nonoperatively if diagnosed in a timely manner. Delayed or improper treatment may result in progression to more serious conditions, which necessitate intervention by a hand surgeon. This investigation sought to evaluate national demographics and treatment patterns in finger infections.

Materials and methods: The PearlDiver Mariner database, an insurance claims database with 151 million unique patients within the United States, was used to identify patients with finger cellulitis, felon, and paronychia from 2010 to 2015. Billing events were organized by insurance plan, treatment location, and regional geography. Antibiotics prescribed and respective course …

Optical Fiber Sensors Using Vernier Effect In Cascaded Fiber Interferometers, Zhouchen Wang

Dissertations

The optical Vernier effect has emerged as a powerful tool to enhance the sensitivity of optical fiber interferometer-based sensors, opening new opportunities for developing highly sensitive fiber sensing systems. Optical fiber interferometric sensors based on the Vernier effect are widely used for various applications due to their ultra-compact size, high sensitivity, immunity to electromagnetic interference, electrical isolation, resistance to harsh environments, flexibility, multiplexing capability, and remote operation. The aim of this doctoral thesis was to gain a deeper fundamental understanding of the Vernier effect in optical fiber structures and to develop and investigate a series of novel Vernier effect optical …

A Comparative Study Of Word Embedding Techniques For Classification Of Star Ratings, Craig Mcneile, Malgorzata Wojtys, Hesham Abdelmotaleb

School of Engineering, Computing and Mathematics

Telecom services are at the core of today’s societies’ everyday needs. The availability of numerous online forums and discussion platforms enables telecom providers to improve their services by exploring the views of their customers to learn about common problems that customers face. Natural Language Processing (NLP) tools can be used to process the free text collected.One way of working with such data is to represent text as numerical vectors using one of many word embedding models based on neural networks. This research uses a novel dataset of telecom customers’ reviews to perform an extensive comparative study showing how different word …

Digital Marine Citizenship Toolkit: Connecting To The Sea – The Role Of Digital Engagement For Marine Citizenship, Katharine Willis, Kizzy Beaumont

School of Art, Design and Architecture

Digital Marine Citizenship (DMC) uses creative and digital tools, often developed through artistic and creative practice, to help people connect with, care for, and takeaction for their local seas. It offers practical ways to understand our relationship withthe ocean and to play an active role in shaping sustainable coastal futures.By combining creativity and technology, and working with artists and communitiesto design meaningful experiences, DMC helps turn awareness into action and fosters a shared sense of belonging to the marine environment.This Toolkit has been created to inspire and support practitioners, community groups, and organisations who want to explore digital and creative …

Back-On-Track: Protocol For Randomised Controlled Feasibility Trial Of Behavioural Activation In Farmers With Mood Problems, Alison Kennedy, Richard Gray, Martin Jones, Anna Greene, Lauren Mitchell, Meera Senthuren, Suzy Malseed, Feby Savira, Kelly Barnes, Kate Gunn, Susan Brumby

Research outputs 2022 to 2026

The mental health of people living in farming communities has been identified as an important public health issue. Cumulative exposure to a range of situational factors contributes to heightened risk of poor mental health and suicide. Access to evidence-based psychological treatments is limited by the availability of skilled mental health professionals. The aim of this trial—co-designed by members of the farming community—is to establish the feasibility of conducting randomised controlled, trial-testing, peer-worker-delivered Behavioural Activation in the farming community. We will undertake a single-blind, parallel group, randomised controlled feasibility trial in rural Australia. People living in farming communities aged over 15 …

Harmonizing Neuropsychological Test Data Across Prospective Studies, Rosita Shishegar, James D. Doecke, Yen Ying Lim, Pierrick Bourgeat, Vincent Dore, Bhargav Tallapragada, Simon M. Laws, Tenielle Porter, Samantha Burnham, Azadeh Feizpour, Ashley Gillman, Michael Weiner, Jason Hassenstab, Christopher C. Rowe, Victor L. Villemagne, Colin L. Masters, Jurgen Fripp, Hamid Sohrabi, Paul Maruff

Research outputs 2022 to 2026

Introduction: Alzheimer's disease (AD) research relies on large datasets and advanced statistical models. However, individual population studies often lack sufficient sample size for conclusive results. Harmonizing cognitive test data across studies can address this gap, despite differences in testing protocols. This study harmonizes cognitive data from three major AD cohorts to support robust clinical–pathological modelling. Methods: Information from the Alzheimer's Disease Neuroimaging Initiative (N = 1446); Australian Imaging, Biomarkers and Lifestyle (N = 1764); and Open Access Series of Imaging Studies-3 (N = 440) were integrated, including cognitive scores, demographics, genetics, and clinical and neuroimaging data. Neuropsychological tests relevant to …

Navigating Climate Change In Carbon Negative Bhutan: Insights From Policy Influencers And Comparison To The Wider Himalayan Region, Tashi Dorji, Angus Morrison-Saunders, David Blake

Research outputs 2022 to 2026

Climate change is one of the most pressing global challenges and spares no nation. Bhutan, as the only carbon negative country in the world, is no exception and being in the Himalayas – a region warming faster than the global average – further intensifies climate risks. This study explores how Bhutan navigates climate change through the perspectives of 41 policy influencers, including politicians, civil servants, and leaders from nongovernment organisations and the media. The findings are compared with scientific literature from the broader Himalayan region to identify shared vulnerabilities (e.g., glacial lake outburst floods, water scarcity, and agricultural disruptions) and …

Addressing Systemic Workforce Challenges In General Practice—A Qualitative Study Of General Practitioners In Ireland, Uzair Shabbir, Ray O’Connor, Joe Macdonagh, Andrew O’Regan

Research Outputs: 2025-Present

Background General practice across Europe faces a workforce crisis, with a projected shortfall of up to 1660 general practitioners in Ireland by 2028. While policy interventions have been proposed, a gap remains between the Irish health system's strategic objectives and the day-to-day realities experienced by general practitioners. Objective The aim of this study is to explore the perspectives of Irish general practitioners in addressing recruitment and retention challenges in general practice. Specific objectives include identifying solutions and the supports necessary for sustainable future general practice. Methods A qualitative study design was employed, utilizing semi-structured online interviews with general practitioners recruited …

Stimuli-Responsive Chemotherapy For Glioblastoma: Sequence-Dependent Synergy Of Cold Atmospheric Plasma And Ultrasound With Cationic Lipo-Doxo, Alessandro Cazzolla

Theses

Glioblastoma (GBM) is an aggressive, infiltrative astrocytic tumour in which pharmacotherapy remains constrained by the blood-brain barrier (BBB) and the heterogeneously altered blood brain tumour barrier, with additional limitations imposed by active efflux and the complexity of the tumour microenvironment. In this setting, externally addressable strategies that modulate transport and uptake at the site of disease are required. A stimuli-responsive chemotherapy platform was developed in which Lipo-DOXO was combined with two non-invasive physical modalities, low-frequency ultrasound (US) and cold atmospheric plasma (CAP), to enhance intratumoural delivery while limiting off-target effects. Liposomes were produced by thin-film hydration followed by a controlled, …

Generative Artificial Intelligence In Aircraft Design Optimization, Xiaosong Du

Mechanical and Aerospace Engineering Faculty Research & Creative Works

Aircraft design optimization is essential for improving aircraft performance (such as reduced fuel consumption and lowered noise), which leads to more efficient, sustainable, and affordable aircraft. Conventional aircraft design adopts physics-based simulation models, but iteratively evaluating simulation models is computationally intensive, or even practically impossible. Meanwhile, artificial intelligence (AI) emerges as a revolutionary game changer in the modern engineering industry, including aircraft design optimization. Generative AI (genAI), one of the groundbreaking AI methods, has been advancing aircraft design optimization from various aspects, including intelligent parameterization, predictive modeling, training facilitation, and constraints handling. However, there is a lack of a review …

Prisrv+: Privacy And Usability-Enhanced Wireless Service Discovery With Fast And Expressive Matchmaking Encryption, Yang Yang, Guomin Yang, Yingjiu Li, Pengfei Wu, Rui Shi, Minming Huang, Jian Weng, Hwee Hwa Pang, Deng, Robert H.

Research Collection School Of Computing and Information Systems

The evolution of decentralized identity (DID) and self-sovereign identity (SSI) frameworks, as endorsed by W3C Verifiable Credentials (VC) and eIDAS 2.0, underscores the need for secure, efficient, and privacy-preserving credential management. However, existing credential systems often depend on centralized issuers, lack efficient aggregation mechanisms, or fail to ensure unlinkability across authentication sessions. To address these challenges, we propose DISC (Decentralized Identity System with Self-Sovereign Credential Aggregation), a novel credential system that enables multi-authority credential issuance, user-controlled credential aggregation, and unlinkable authentication. DISC allows users to aggregate credentials from multiple issuers while maintaining constant-size authentication tokens and supporting batch verification for …

Prompt Tuning Without Labeled Samples For Zero-Shot Node Classification In Text-Attributed Graphs, Sethupathy Parameswaran, Suresh Sundaram, Yuan Fang

Research Collection School Of Computing and Information Systems

Node classification is a fundamental problem in information retrieval with many real-world applications, such as community detection in social networks, grouping articles published online and product categorization in e-commerce. Zero-shot node classification in text-attributed graphs (TAGs) presents a significant challenge, particularly due to the absence of labeled data. In this paper, we propose a novel Zero-shot Prompt Tuning (ZPT) framework to address this problem by leveraging a Universal Bimodal Conditional Generator (UBCG). Our approach begins with pre-training a graph-language model to capture both the graph structure and the associated textual descriptions of each node. Following this, a conditional generative model …