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Singapore In Global Value Chains: Implications Of The Trump Ii Tariffs, Pao-Li Chang, Ruoqing Chen Aug 2026

Singapore In Global Value Chains: Implications Of The Trump Ii Tariffs, Pao-Li Chang, Ruoqing Chen

Research Collection School Of Economics

This paper examines Singapore’s structural position in global value chains (GVCs) and the implications of the second Trump administration’s tariff escalation for Singapore and the broader ASEAN region. We proceed in three parts. First, using the ADB Multi-Regional Input–Output (MRIO) tables for 2019 and 2024, we characterise Singapore’s GVC participation and position. Singapore is the most GVCintensive economy in ASEAN, with nearly half of its gross exports comprising foreign value-added and a markedly downstream orientation. China is its dominant upstream partner across manufacturing and services—intermediating over 27% of foreign content in electronics and over 10% in chemicals—while Malaysia, Taiwan, and …


Laponite Nanosilicate As A Platform For Antigen–Adjuvant Co-Delivery In Vaccination, Haoyu Qi Aug 2026

Laponite Nanosilicate As A Platform For Antigen–Adjuvant Co-Delivery In Vaccination, Haoyu Qi

McKelvey School of Engineering Graduate Student Theses & Dissertations

Nanosilicates are two-dimensional, charged nanomaterials with tunable surface chemistry that enable electrostatic interactions with proteins and nucleic acids. These properties make Laponite nanosilicate a promising platform for vaccine delivery, where coordinated antigen–adjuvant presentation and lymph node delivery are important for shaping immune responses. This thesis investigated nanosilicates as scaffolds for lysozyme-based antigen delivery and co-delivery with CpG.

The preparation method reduced the apparent size of the NS–Lys–CpG complex at pH 10, although neutralization to pH 7 promoted larger aggregate formation. In vivo IVIS imaging after footpad injection showed persistent Cy7-associated fluorescence at the injection site for up to three weeks …


The Role Of Financial Risk Aversion In Shaping Financial Sustainability And Organizational Growth Among Black-Led Nonprofit Organizations, Renika Atkins Aug 2026

The Role Of Financial Risk Aversion In Shaping Financial Sustainability And Organizational Growth Among Black-Led Nonprofit Organizations, Renika Atkins

All Dissertations

Black-led nonprofit organizations play a vital role in addressing socio-economic inequities, but many suffer from persistent financial constraints. Prior research has explored nonprofit financial management and organizational performance; however, how financial caution influences the health of Black-led nonprofit organizations remains understudied. This study examined the relationships between financial caution and the financial strength of Black-led nonprofit organizations. The study addressed two questions: (1) What is the relationship between financial caution and financial sustainability among Black-led nonprofit organizations? and (2) What is the relationship between financial caution and growth among Black-led nonprofit organizations? Data were collected through an online survey administered …


An Action Research Study Of Kindergarten Educators’ Literacy Assessment Practices In International Schools In Brazil, Giselle B. Casagrande Aug 2026

An Action Research Study Of Kindergarten Educators’ Literacy Assessment Practices In International Schools In Brazil, Giselle B. Casagrande

Multidisciplinary Studies Theses

This action research study explored how Kindergarten educators assess foundational literacy skills, identify learning gaps, and use assessment data to inform instruction in two international schools in Brazil, where English is the primary language of instruction and most students are second-language learners. Using a qualitative design, data were collected from seven Kindergarten educators through questionnaires, semi-structured interviews, and assessment samples. Data were analyzed using descriptive summaries and thematic analysis to identify patterns across participants' responses. The findings revealed that educators rely on a combination of standardized assessments, teacher-created tools, and ongoing classroom observation to evaluate foundational literacy skills, particularly phonological …


When Does Emigration Reduce Domestic Economic Activities? Evidence On The Loss Of Management Capacity From A Visa Lottery, Marup Hossain, Ahmed Mushfiq Mobarak Aug 2026

When Does Emigration Reduce Domestic Economic Activities? Evidence On The Loss Of Management Capacity From A Visa Lottery, Marup Hossain, Ahmed Mushfiq Mobarak

Cowles Foundation Discussion Papers

Economic development is often conceived as structural transformation and migration out of rural agriculture (Lewis, 1954; Fei & Ranis, 1964). Understanding development therefore requires us to identify how rural economies transform in response to emigration. We study how international migration reshapes domestic economic activity in origin households using a randomized visa lottery that gave Bangladeshi men job opportunities in Malaysia. Winning the lottery raises total household income through remittances, but income earned in Bangladesh declines due to contractions in nonfarm business activity. In contrast, crop income remains stable despite large reductions in agricultural input expenditures, because farming gets delegated through …


The Impact Of Liberalism On State Hard Power, Allen Wayne Hammerquist Aug 2026

The Impact Of Liberalism On State Hard Power, Allen Wayne Hammerquist

Graduate Program in International Studies Theses & Dissertations

This study examines the impact of liberalism on innovation, corruption, and, subsequently, state hard power in the international order. It hypothesizes that political, economic, and information freedoms facilitate the evolution of ideas and reduce corruption in society, resulting in a more efficient economy and greater wealth, income, and GDP per capita and, subsequently, greater state economic and military power. It employs four basic statistical models. The first two models examine the statistical relationship between domestic freedoms and innovation and corruption. They use a variety of metrics to measure the three key types of power that constitute the pillars of Western …


Structure Meets Context: A Simulation Study Of Centralized And Decentralized Decision-Making In Complex Environments, Murat Balci Aug 2026

Structure Meets Context: A Simulation Study Of Centralized And Decentralized Decision-Making In Complex Environments, Murat Balci

Engineering Management & Systems Engineering Theses & Dissertations

The question of when to centralize or decentralize decision-making authority is a foundational problem in organizational theory and management science. Yet existing research often favors decentralized structures, frequently treating them as universally superior, and provides limited guidance on when centralization may be more effective. Leaning toward decentralization without thoroughly exploring options leaves organizational designers without clear direction under varying environmental conditions. This study addresses that gap by developing and applying a simulation-based framework to evaluate the context-dependent effectiveness of centralized and decentralized decision-making structures.

Drawing on contingency theory and decision science, the study conceptualizes environmental complexity along two dimensions: dynamism …


Multi-Particle Reactions In Lattice Field Theories: From Euclidean To Quantum Computations, Marco Antonio Carrillo Bernal Aug 2026

Multi-Particle Reactions In Lattice Field Theories: From Euclidean To Quantum Computations, Marco Antonio Carrillo Bernal

Physics Theses & Dissertations

Amplitudes of multi-particle processes provide a probe of the dynamics described by relativistic quantum field theories. In the context of quantum chromodynamics, these amplitudes encode the way in which quarks and gluons are bound together by the strong nuclear force to form hadrons and govern their interactions. The non-perturbative nature of the strong interactions complicates the study of hadronic amplitudes from first principles. The most effective way of studying hadronic reactions non-perturbatively is the numerical framework known as lattice quantum chromodynamics. This method relies on theoretical formalisms that establish relations between numerical observables, such as finite-volume energy levels and matrix …


Computational And Ai Tools For Understanding Telomere-Associated Cancer Mechanisms, Eleni Adam Aug 2026

Computational And Ai Tools For Understanding Telomere-Associated Cancer Mechanisms, Eleni Adam

Computer Science Theses & Dissertations

Telomeres are the protective caps of the human chromosomes and are critical for genome stability. Dysfunctional telomeres caused by their erosion with age and cell proliferation as well as by defects in their maintenance is a major early event leading to genome changes and cancer. Subtelomeres possess the critical role of regulating adjacent telomeres. Due to their complex repeat structure and high variance from one person to another, these areas have not been analyzed in detail. We present a set of computational and machine learning tools to aid in the understanding of subtelomere structure and its rearrangements in cancer.

Initially, …


Public Participation In Community Redevelopment Agencies: A Mixed Methods Approach To Understanding The Impacts Of Collaboration In Public-Private Partnerships, Shannon Mcbride-Lewis Aug 2026

Public Participation In Community Redevelopment Agencies: A Mixed Methods Approach To Understanding The Impacts Of Collaboration In Public-Private Partnerships, Shannon Mcbride-Lewis

School of Public Service Theses & Dissertations

Local governments create community redevelopment agencies (CRAs) to enhance economic and redevelopment opportunities within their communities through public-private partnerships funded with tax increment financing (TIF). The use of increment revenue, the complexity of public-private partnerships, and the controversies surrounding CRAs can lead to community concerns and opposition. Collaboratively engaging the public in the development, implementation, and performance of CRA public-private partnerships is one way to improve program and project outcomes by enhancing engagement, equity, and accountability. This study asks does the level of resources (dedicated professional staff, consequential incentives, and TIF contribution) and formal public-private partnership programs of CRAs influence …


Residual Stress Informed Reconstruction And Failure Analysis Of Manufacturing Induced Composite Meso-Structure, Mohammad Nazmus Saquib Aug 2026

Residual Stress Informed Reconstruction And Failure Analysis Of Manufacturing Induced Composite Meso-Structure, Mohammad Nazmus Saquib

Mechanical & Aerospace Engineering Theses & Dissertations

A physics informed, AI-augmented framework is developed to enable digital twins of molded composite materials by linking manufacturing induced residual stresses to a local meso-structure. By reconstructing and explicitly modeling these architectures, the framework reveals how processing driven meso-structural variability governs stiffness, damage evolution, and failure. The work focuses on two technologically important systems: prepreg platelet molded composites (PPMC), characterized by inherently stochastic platelet architectures, and 2/2 twill glass fiber/PA6 organosheets, whose periodic but locally variable weave geometry influences mechanical response. For PPMC, the Residual Stress Informed Microstructure Reconstruction (ResIMiR) framework is introduced, combining thermoelastic strain fields with deep learning …


"Building Something Great!": Fifth-Grade Teachers Nurturing Hope Through Professional Learning Communities – A Telling Case, Matthew H. Huffaker Aug 2026

"Building Something Great!": Fifth-Grade Teachers Nurturing Hope Through Professional Learning Communities – A Telling Case, Matthew H. Huffaker

All Graduate Theses and Dissertations, Fall 2023 to Present

Teachers and educational leaders face numerous obstacles that can seem insurmountable but overcome through collaboration. “High-hope thinking provides a special advantage when we face obstacles in our goal attainment” (Snyder, 1994). Effective PLCs provide the fertile ground for teacher collaboration, influencing schoolwide communities and student learning (DuFour et al., 2016; Hord, 2004; van Es, 2012). Collaboratively identifying challenges and coming up with solutions with the support of others (what effective PLCs do) is an ideal setting for observing hope.

This study explored how hope is fostered among teachers during their weekly professional learning community meetings. Further, this study examined how …


Utility Of The Recombinase Driver Cx3cr1-Ert2 Rat Strain In Nicotine Self-Administration, Ashley M. White, Ashley J. Craig, Daryl L. Richie, Christa L. Corley, Percell T. Kendrick, Kathleen R. Mcnealy, Michael D. Scofield, Cassandra D. Gipson Aug 2026

Utility Of The Recombinase Driver Cx3cr1-Ert2 Rat Strain In Nicotine Self-Administration, Ashley M. White, Ashley J. Craig, Daryl L. Richie, Christa L. Corley, Percell T. Kendrick, Kathleen R. Mcnealy, Michael D. Scofield, Cassandra D. Gipson

Psychology Faculty Publications

Smoking remains a leading preventable cause of death, and nicotine is the primary substance responsible for maintaining use of tobacco products. Preclinical rodent models have shown that neuroimmune signaling is dysregulated by nicotine self-administration (SA) within the nucleus accumbens core (NAcore). Microglia are the resident brain immune cell and prior studies have shown that they play an important role in nicotine-related behaviors. However, while transgenic mouse lines allow for specific evaluations of microglia to determine their role in neurobiology and behavior, there are fewer tools available for rats as a model species, thus limiting our ability to evaluate specific contributions …


The Church And Nature’S Cathedral: Catholics, Protestants, And The Yosemite Chapel, Adam Hogan Aug 2026

The Church And Nature’S Cathedral: Catholics, Protestants, And The Yosemite Chapel, Adam Hogan

Eastern Sierra History Journal

John Muir saw nature and national parks as religious symbols themselves. Since Muir’s day, generations of Americans have worshipped in the outdoor sanctuaries. However, while much scholarly attention has focused on national parks as symbols or religious icons, scholars have paid far less attention to the actual church services that have taken place in America’s national parks. Yet, a church in a national park presents many complications, and Adam Hogan explores these dilemmas through a history of the controversies surrounding who could pray in the Yosemite Chapel.


The Evolution Of Hymenopteran Recombination Rates, Timothy John Delory Aug 2026

The Evolution Of Hymenopteran Recombination Rates, Timothy John Delory

All Graduate Theses and Dissertations, Fall 2023 to Present

Individuals of some species mix their DNA frequently when producing sex cells, while others do so much less. Hymenopterans (ants bees and wasps) are especially useful for understanding this variation for several reasons. They show large differences in this frequency of shuffling, or rate of recombination, have well-studied genomes, and vary widely in how they live and reproduce. I capitalized on these features examines how recombination rates have evolved in this group at the trait, and gene level.

First, I revisited long-standing ideas about why recombination rates differ among these species, incorporating more than a decade of new research. This …


Casual Killing In The Home: Ecological Citizenship And The Micro-Geopolitics Of Mosquito Cohabitation, Orlando Woods, Junxi Qian Aug 2026

Casual Killing In The Home: Ecological Citizenship And The Micro-Geopolitics Of Mosquito Cohabitation, Orlando Woods, Junxi Qian

Research Collection College of Integrative Studies

This article explores how the visceral acts of being bitten by and killing mosquitoes can underpin the formation of ecological citizenship. This form of citizenship is premised on human-nature entanglement and raises questions concerning how the rights and responsibilities stemming from such entanglement become distributed across the public and private domains. As a space in which mosquito cohabitation is contested daily, the home is a key site through which ecological citizenship can be forged and theoretical debates concerning urban political ecology can be extended. Human-mosquito entanglements in the home can reveal the limits of public pest management strategies, the partiality …


From Open Banking To Banking-As-A-Service: Regulatory Challenges In The Evolution Of Financial Intermediation, Nydia Remolina Leon Aug 2026

From Open Banking To Banking-As-A-Service: Regulatory Challenges In The Evolution Of Financial Intermediation, Nydia Remolina Leon

Research Collection Yong Pung How School Of Law

Over the past decade, financial innovation has moved from open banking, centred on consumer-permissioned data sharing, to banking-as-a-service (BaaS), which modularises core banking functions through application programming interfaces. This shift allows fintechs and non-financial platforms to embed financial products seamlessly, reducing transaction costs and fostering innovation. Yet the 2024 collapse of Synapse in the United States exposed the fragility of this model when intermediaries operate outside robust oversight, leaving consumers without recourse and revealing liability fragmentation and regulatory blind spots. This paper distinguishes BaaS from open banking, open finance, and embedded finance, and maps leading global models – from bank-led …


Adolescentes En Afrique De L’Ouest Et Du Centre : Trajectoires, Risques Et Leviers De Changement, Mame Soukeye Mbaye, Sarah Engebretsen, Maty Dia, Karen Austrian Aug 2026

Adolescentes En Afrique De L’Ouest Et Du Centre : Trajectoires, Risques Et Leviers De Changement, Mame Soukeye Mbaye, Sarah Engebretsen, Maty Dia, Karen Austrian

Adolescents and Young People

La série « L’avenir des filles en point de mire : données probantes d’Afrique de l’Ouest et du Centre » examine les défis auxquels sont confrontées les adolescentes de la région et met en lumière des approches fondées sur des données probantes pour améliorer leur quotidien. Cette note de synthèse examine leur éducation, leur autonomisation économique, leur santé mentale, leur santé sexuelle et reproductive, leur accès au numérique et leurs usages technologiques, ainsi que leurs besoins face au changement climatique et dans des contextes humanitaires. En s’appuyant sur des données issues des pays prioritaires du GIRL Center, elle identifie les …


Juvenile Lifers: Adapting To Life While Doing Life, Tristin Faust Aug 2026

Juvenile Lifers: Adapting To Life While Doing Life, Tristin Faust

Theses, Dissertations and Culminating Projects

This qualitative study examined psychosocial maturation among individuals sentenced to life imprisonment for offenses committed during adolescence. Archival interview and survey data were analyzed for 30 men who had been resentenced and released after serving an average of 31 years in prison. Findings revealed a developmental progression across four stages: pre-incarceration, initial incarceration, catalysts for change, and later incarceration. Participants described entering prison with developmental immaturity compounded by trauma, unstable home environments, educational disruption, and antisocial peer influence. Their early years of incarceration were marked by anger, fear, misconduct, and survival-oriented behavior. Over time, participants identified discrete events and ongoing …


Too Hot To Work? Exploring The Average And Seasonal Effects Of Temperature Variability In The Philippine Labour Market, Paolo R. Magnata, Maire Carroline Magante Aug 2026

Too Hot To Work? Exploring The Average And Seasonal Effects Of Temperature Variability In The Philippine Labour Market, Paolo R. Magnata, Maire Carroline Magante

Economics Department Faculty Publications

Using temperature and employment data covering 16 regions from Q3 2003 to Q1 2022, this study examined the average and seasonal effects of temperature on year-on-year employment growth in the Philippines. Average effects are insignificant while seasonal effects are heterogeneous. During the dry and cool season (Q1), higher temperatures are associated with a temporary 0.0397% increase in employment growth. In contrast, higher temperatures in the dry and hot season (Q2) are associated with a persistent decrease of 0.1361% while higher temperatures during the wet and hot season (Q3) are associated with a persistent increase of 0.1450%, which is primarily driven …


Examining Transcultural Approaches In Art Education: Transversality, Identity Formation, And Intercultural Understanding, Alexandra Grace Parsons Aug 2026

Examining Transcultural Approaches In Art Education: Transversality, Identity Formation, And Intercultural Understanding, Alexandra Grace Parsons

Master's Theses

Art education is often treated as marginal within formal schooling, valued as enrichment rather than recognized as a vital contributor to students' intellectual, cultural, and emotional development. Funding and policy decisions made by state and local bodies produce significant regional disparities in access to art education across the United States. This thesis examines how transcultural approaches to art education can respond to increasingly diverse, post-migrant school communities. Using a comparative qualitative case study design, the study analyzes program structures, partnership models, and pedagogical practices at Birmingham Arts School in the United Kingdom alongside schools within Fulton County and Atlanta Public …


Race, Sex, And Age Disparities In Homicide Clearance Rates In Tennessee: An Intersectional Approach, Teliyah Cobb Aug 2026

Race, Sex, And Age Disparities In Homicide Clearance Rates In Tennessee: An Intersectional Approach, Teliyah Cobb

Electronic Theses and Dissertations

Demographic factors can influence homicide solvability. This study examines the relationship between victim characteristics and homicide clearance rates in Tennessee from 2001 to 2023. Using an intersectional approach, it assesses whether victim characteristics both individually and in combination are related to case solvability. Variables of interest include: (1) victim race, age range, and sex; (2) year the case was reported; (3) crime type; (4) whether the case was cleared; and (5) the circumstances leading to clearance. A total of 11,534 homicide cases from the Tennessee Incident-Based Reporting System were analyzed.

Findings indicate that individual victim characteristics do not significantly predict …


Distributed Leadership Applied: The Role Of Professional Learning Communities In The Emergence And Development Of Teacher Leadership, Grace M. Bellamy Aug 2026

Distributed Leadership Applied: The Role Of Professional Learning Communities In The Emergence And Development Of Teacher Leadership, Grace M. Bellamy

Electronic Theses and Dissertations

The purpose of this qualitative phenomenological study is to examine the processes through which teacher leadership is fostered and sustained among elementary and middle school educators who participate regularly in Professional Learning Communities (PLCs), with a focus upon schools implementing the DuFour and Eaker PLC model with fidelity during the winter and spring of 2026. This study looked for evidence of the presence of teacher leadership in a middle school and an elementary school. The theoretical frameworks of Distributed Leadership and the Teacher Leadership Standards created by the Teacher Leadership Exploratory Consortium were employed in this study, and observations of …


Educator Experiences Of Schoolwide Pbis Discipline Implementation: Exploring School Culture In Private Pk–12 Schools, Jessica L. Guarneri Aug 2026

Educator Experiences Of Schoolwide Pbis Discipline Implementation: Exploring School Culture In Private Pk–12 Schools, Jessica L. Guarneri

Electronic Theses and Dissertations

The purpose of this phenomenological study was to explore educators’ lived experiences implementing schoolwide Positive Behavioral Interventions and Supports (PBIS) discipline systems and to understand how those experiences influenced school culture in private PK–12 schools. Historically, PBIS focused on specific outcomes, such as reductions in discipline referrals, suspensions, and behavioral incidents. Though these indicators are critical, they do not consider in what way educators experience disciplinary systems, nor how their lived experiences affect routine interactions with students. Educators play a key role in implementing PBIS; their experiences foster consistency, trust, and sustainability. The participants included certified educators and administrators employed …


A Qualitative Examination Of Tennessee Secondary Stem Teachers’ Perceptions On Professional Development Needs, Amber W. Ogle Aug 2026

A Qualitative Examination Of Tennessee Secondary Stem Teachers’ Perceptions On Professional Development Needs, Amber W. Ogle

Electronic Theses and Dissertations

The purpose of this qualitative phenomenological study was to research secondary STEM educators’ perceptions of PD needs. This study focused on the lived experiences of educators actively teaching in STEM subject disciplines in grades nine through 12. The essential question for this research study was: How do Tennessee secondary STEM teachers perceive the relevance, applicability, and impact of PD opportunities? The research was rooted in Knowles’ (1984) theory of adult learning, Andragogy, and Learning Forward’s (2022) Standards for Professional Learning.

Data were collected through 15 semi-structured, one-on-one online interviews. The transcripts of these interviews were analyzed, and frequently used language …


Dissecting Ms4a4a Function In Microglia And Its Role In Alzheimer’S Disease Pathogenesis, Emma Pascal Danhash Aug 2026

Dissecting Ms4a4a Function In Microglia And Its Role In Alzheimer’S Disease Pathogenesis, Emma Pascal Danhash

Arts & Sciences Graduate Student Theses and Dissertations

Genome-wide association studies have begun to uncover the complex genetic architecture of Alzheimer's disease (AD). Expression of many AD risk loci is enriched in microglia, the resident immune cells of the brain. Common variants near the MS4A gene family have been associated with AD risk and altered soluble triggering receptor expressed on myeloid cells 2 (sTREM2) levels in the cerebrospinal fluid (CSF). MS4A4A is a microglial gene that encodes a tetraspan membrane protein that regulates anti-inflammatory responses in macrophages. However, the mechanism by which MS4A4A contributes to microglial function and AD pathogenesis remains unknown. In this dissertation, I leveraged a …


Power Signature-Based Hardware Security Techniques For The Internet Of Things, Ashish Mahanta Aug 2026

Power Signature-Based Hardware Security Techniques For The Internet Of Things, Ashish Mahanta

Dissertations

The rapid proliferation of the Internet of Things (IoT) has introduced significant security challenges, particularly concerning stealthy, instruction-level malicious code injections that evade traditional software defenses. While conventional power analysis techniques are highly effective at detecting such subtle abnormalities, they require capturing high-resolution, voluminous power trace data. This dependency necessitates bulky data acquisition (DAQ) instrumentation, power-hungry analog-to-digital converters (ADCs), and intensive computational resources, making these methods impractical for deployment on resource-constrained IoT devices. To bridge this critical gap, this dissertation presents a novel hardware security paradigm, the Power Rising and Descending Signature (PRIDES) methodology. Instead of quantizing actual power consumption …


Efficient And Universal Watermarking For Llm-Generated Code Detection, Boquan Li, Zirui Fu, Mengdi Zhang, Peixin Zhang, Jun Sun, Xingmei Wang Aug 2026

Efficient And Universal Watermarking For Llm-Generated Code Detection, Boquan Li, Zirui Fu, Mengdi Zhang, Peixin Zhang, Jun Sun, Xingmei Wang

Research Collection School Of Computing and Information Systems

Large language models (LLMs) have significantly enhanced the usability of AI-generated code, providing effective assistance to programmers. This advancement also raises ethical and legal concerns, such as academic dishonesty and the generation of malicious code. For accountability, it is imperative to detect whether a piece of code is AI-generated. Watermarking is broadly considered a promising solution and has been successfully applied to identify LLM-generated text. However, existing efforts on code are far from ideal, suffering from limited universality and excessive time and memory consumption. In this work, we propose a plugand- play watermarking approach for AI-generated code detection, named ACW …


Audeter: A Large-Scale Dataset For Deepfake Audio Detection In Open Worlds, Qizhou Wang, Hanxun Huang, Guansong Pang, Sarah Erfani, Christopher Leckie Aug 2026

Audeter: A Large-Scale Dataset For Deepfake Audio Detection In Open Worlds, Qizhou Wang, Hanxun Huang, Guansong Pang, Sarah Erfani, Christopher Leckie

Research Collection School Of Computing and Information Systems

Speech synthesis systems can now produce highly realistic vocalisations that pose significant authenticity challenges. Despite substantial progress in deepfake detection models, their real-world effectiveness is often undermined by evolving distribution shifts between training and test data, driven by the complexity of human speech and the rapid evolution of synthesis systems. Existing datasets suffer from limited real speech diversity, insufficient coverage of recent synthesis systems, and heterogeneous mixtures of deepfake sources, which hinder systematic evaluation and open-world model training. To address these issues, we introduce AUDETER (AUdio DEepfake TEst Range), a large-scale and highly diverse deepfake audio dataset comprising over 4,500 …


Parameterized Approximation Schemes For Fair Clustering In Doubling Metrics, Xiaoliang Wu, Ting Liang, Zhize Li, Qilong Feng Aug 2026

Parameterized Approximation Schemes For Fair Clustering In Doubling Metrics, Xiaoliang Wu, Ting Liang, Zhize Li, Qilong Feng

Research Collection School Of Computing and Information Systems

Fair clustering has garnered considerable attention, with various fairness notions proposed to ensure equitable representation across demographic groups. In this paper, we focus on the k-center problem in bounded doubling metrics under two popular fairness requirements: group fairness and data summarization fairness, referred to Group Fair k-Center (Gf-k-Cen) and Data Summarization Fair k-Center (Dsf-k-Cen), respectively. Both fairness notions extend classical clustering formulation by associating each data point with a demographic label. Motivated by recent advances in parameterized approximation results for fair clustering, we investigate whether these problems admit Fixed-Parameter Tractable (FPT) approximation schemes in bounded doubling metrics. The previous algorithms …