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Phenotypic Variability And Paternal Inheritance Of A Chd8 Variant Causing Intellectual Developmental Disorder With Autism And Macrocephaly Confirmed By Epigenetic And Structural Analyses, Yutaka Furuta, Jonathan H Sheehan, Et Al. Dec 2025

Phenotypic Variability And Paternal Inheritance Of A Chd8 Variant Causing Intellectual Developmental Disorder With Autism And Macrocephaly Confirmed By Epigenetic And Structural Analyses, Yutaka Furuta, Jonathan H Sheehan, Et Al.

2020-Current year OA Pubs

BACKGROUND: Intellectual developmental disorder with autism and macrocephaly (IDDAM, OMIM #615032) is an autosomal dominant neurodevelopmental disorder characterized primarily by intellectual disability, autism spectrum disorder, macrocephaly, tall stature, gastrointestinal symptoms, and variable neurological manifestations. Most cases result from de novo pathogenic variants in CHD8.

METHODS: We conducted genome sequencing through the Undiagnosed Diseases Network (UDN) in a female proband harboring a CHD8 variant of uncertain significance (VUS), whose clinical presentation was consistent with IDDAM but included atypical features such as ptosis and hearing loss. Variant pathogenicity was further evaluated using EpiSign DNA methylation analysis and structural biology modeling.

RESULTS: Genome …


Assessment Of Knowledge And Attitudes Of Undergraduate Students On Trichomoniasis In Ghana, Christopher Yaw Dumevi, Ezekiel Kofi Vicar, Lorie Christla Quansah, Rhoda Oklu, Smith Joshua, Joyce Junior Asiamah, James-Paul Kretchy, George Boateng Kyei, Patience B Tetteh-Quarcoo, Nicholas T K D Dayie, Irene Ayi, Patrick F Ayeh-Kumi Dec 2025

Assessment Of Knowledge And Attitudes Of Undergraduate Students On Trichomoniasis In Ghana, Christopher Yaw Dumevi, Ezekiel Kofi Vicar, Lorie Christla Quansah, Rhoda Oklu, Smith Joshua, Joyce Junior Asiamah, James-Paul Kretchy, George Boateng Kyei, Patience B Tetteh-Quarcoo, Nicholas T K D Dayie, Irene Ayi, Patrick F Ayeh-Kumi

2020-Current year OA Pubs

BACKGROUND: Trichomoniasis is a non-viral neglected sexually transmitted disease of public health importance. Undergraduate students, often experiencing newfound freedom from family oversight, may engage in risky sexual behaviors, predisposing them to trichomoniasis and other sexually transmitted infections (STIs). This study aimed to assess the knowledge, attitudes, and practices towards trichomoniasis and associated factors among the Central University students in the Greater Accra Region of Ghana.

METHODS: An institutional cross-sectional study was conducted between March and July 2024, involving 387 undergraduate students from Central University who were selected using a simple random sampling technique. Data were collected using a structured researcher-led …


A Roadmap To Scale Up Person-Centred Care In The Hiv Response: Recommendations From A Global Consensus-Building Process, Lina Golob, Elvin H Geng, Et Al. Dec 2025

A Roadmap To Scale Up Person-Centred Care In The Hiv Response: Recommendations From A Global Consensus-Building Process, Lina Golob, Elvin H Geng, Et Al.

2020-Current year OA Pubs

INTRODUCTION: World Health Organization global normative guidance recommends person-centred care (PCC) approaches to reduce HIV-related mortality and morbidity and to improve health-related quality of life (HrQoL). However, consensus on the priority PCC elements and guidance on how different stakeholders can realize PCC principles at the health systems, service delivery and individual client-healthcare worker (HCW) levels are lacking. We conducted a global consensus-building process to define core PCC elements and develop recommendations for implementation at scale.

METHODS: We used a multi-phase process to build consensus and prioritize recommendations, consisting of a literature review, five stakeholder consultations (34-43 participants each) between July …


Backdoorllm: A Comprehensive Benchmark For Backdoor Attacks And Defenses On Large Language Models, Yige Li, Hanxun Huang, Yunhan Zhao, Xingjun Ma, Jun Sun Dec 2025

Backdoorllm: A Comprehensive Benchmark For Backdoor Attacks And Defenses On Large Language Models, Yige Li, Hanxun Huang, Yunhan Zhao, Xingjun Ma, Jun Sun

Research Collection School Of Computing and Information Systems

Generative large language models (LLMs) have achieved state-of-the-art results on a wide range of tasks, yet they remain susceptible to backdoor attacks: carefully crafted triggers in the input can manipulate the model to produce adversaryspecified outputs. While prior research has predominantly focused on backdoor risks in vision and classification settings, the vulnerability of LLMs in open-ended text generation remains underexplored. To fill this gap, we introduce BackdoorLLM1 , the first comprehensive benchmark for systematically evaluating backdoor threats in text-generation LLMs. BackdoorLLM provides: (i) a unified repository of benchmarks with a standardized training and evaluation pipeline; (ii) a diverse suite of …


Bilateral Breast Treatment In A Single Arc Using Rapidarc Dynamic: A Planning Comparison With Conventional Volumetric Modulated Arc Therapy, Taoran Li, Luca Cozzi, Lesley Rosa, Ryan Clark, Priyanka Agarwal, Yin Gao, Yun Yang, Boon-Keng Kevin Teo, Anthony Magliari, Himank Kalra, Francisco Reynoso, Patrick Kupelian, Sushil Beriwal Dec 2025

Bilateral Breast Treatment In A Single Arc Using Rapidarc Dynamic: A Planning Comparison With Conventional Volumetric Modulated Arc Therapy, Taoran Li, Luca Cozzi, Lesley Rosa, Ryan Clark, Priyanka Agarwal, Yin Gao, Yun Yang, Boon-Keng Kevin Teo, Anthony Magliari, Himank Kalra, Francisco Reynoso, Patrick Kupelian, Sushil Beriwal

2020-Current year OA Pubs

PURPOSE: Synchronous bilateral breast cancer (SBBC) presents significant radiotherapy planning challenges due to complex target volumes near critical organs. This study evaluated RapidArc Dynamic (RAD), a novel technique integrating dynamic arcs with static angle modulated ports (STAMPs) via simultaneous GPU-accelerated optimization, against conventional volumetric modulated arc therapy (VMAT) for SBBC treatment planning and delivery efficiency.

METHODS: Ten retrospective SBBC cases involving comprehensive nodal irradiation were planned using both multi-arc VMAT (six arcs) and RAD (one arc plus six STAMPs) in Eclipse (v18.1) with AcurosXB. A prescription dose of 40.05 Gy in 15 fractions was normalized to PTV D95% = 95%. …


Introducing The Outpace Framework For Health Care Quality Improvement, Michele Bolles, Heather M. Alger, Mitchell S. V. Elkind, Howard Haft, Sabra C. Lewsey, Mariell Jessup, Karen E. Joynt Maddox, Chiadi E. Ndumele, Clyde W. Yancy, Christine Rutan, Michelle Congdon, Katherine Overton, Lynn Serdynski, Kathie Thomas, Gregg C. Fonarow Dec 2025

Introducing The Outpace Framework For Health Care Quality Improvement, Michele Bolles, Heather M. Alger, Mitchell S. V. Elkind, Howard Haft, Sabra C. Lewsey, Mariell Jessup, Karen E. Joynt Maddox, Chiadi E. Ndumele, Clyde W. Yancy, Christine Rutan, Michelle Congdon, Katherine Overton, Lynn Serdynski, Kathie Thomas, Gregg C. Fonarow

2020-Current year OA Pubs

Equitable, timely, and evidence-based care remains a central goal across health care ecosystems, yet significant quality gaps, care variability, and health disparities persist. Professional societies, including the American Heart Association, have long developed clinical practice guidelines to provide standardized, evidence-based recommendations across the cardiovascular care continuum. These guidelines are operationalized into quality measures to monitor care, identify gaps, and guide improvement. Professional societies, agencies, and health systems have applied implementation science strategies, such as education, data sharing, and evaluation, to improve care quality and achieve quality measures defined in the clinical practice guidelines. American Heart Association's Get With The Guidelines …


Premature Ventricular Contraction Location And Incident Heart Failure, Thomas A Dewland, David G Rosenthal, Edward P Gerstenfeld, Melvin M Scheinman, Alvaro Alonso, Elsayed Z Soliman, Lin Yee Chen, David S Siscovick, Nona Sotoodehnia, John S Gottdiener, Bruce M Psaty, Susan R Heckbert, Phyllis K Stein, Gregory M Marcus Dec 2025

Premature Ventricular Contraction Location And Incident Heart Failure, Thomas A Dewland, David G Rosenthal, Edward P Gerstenfeld, Melvin M Scheinman, Alvaro Alonso, Elsayed Z Soliman, Lin Yee Chen, David S Siscovick, Nona Sotoodehnia, John S Gottdiener, Bruce M Psaty, Susan R Heckbert, Phyllis K Stein, Gregory M Marcus

2020-Current year OA Pubs

BACKGROUND: The anatomical distribution of spontaneous ventricular ectopy and the risk of heart failure associated with premature ventricular contraction (PVC) location has not been studied outside the narrow group of individuals presenting for arrhythmia-related clinical care.

OBJECTIVES: This study sought to describe the epidemiology of PVC site of origin and to determine whether PVC anatomical location is independently associated with incident heart failure risk.

METHODS: Ambulatory adults without prevalent heart failure were identified from the CHS (Cardiovascular Health Study) and the ARIC (Atherosclerosis Risk in Communities Study) cohorts. Anatomical PVC location was assessed by 2 expert reviewers using baseline 12-lead …


Streptavidin-Drug Conjugates Streamline Optimization Of Antibody-Based Hematopoietic Stem Cell Transplant Conditioning, Aditya R Yelamali, Ezhilarasi Chendamarai, Julie K Ritchey, Michael P Rettig, John F Dipersio, Stephen P Persaud Dec 2025

Streptavidin-Drug Conjugates Streamline Optimization Of Antibody-Based Hematopoietic Stem Cell Transplant Conditioning, Aditya R Yelamali, Ezhilarasi Chendamarai, Julie K Ritchey, Michael P Rettig, John F Dipersio, Stephen P Persaud

2020-Current year OA Pubs

Hematopoietic stem cell transplantation (HSCT) conditioning using antibody-drug conjugates (ADC) is a promising approach to preparing patients for transplant, potentially avoiding the severe toxicities of conventional chemotherapy- and irradiation-based conditioning regimens. The toxic payload determines the efficacy and potential toxicities of an ADC, but comparison of different payloads in conjugates designed for HSCT conditioning has not been reported. Such comparisons would be greatly facilitated by methods enabling efficient screening of many combinations of antibody and payload. Herein, we used Click chemistry to conjugate four different small molecule payloads to a streptavidin backbone, yielding streptavidin-drug conjugates that can be combined with …


Mechanical Explanation For The Hemodynamic Efficacy Of Right Atrial Appendage Autografts Used In Neo-Semilunar Valve Leaflet Reconstruction, Andrew Behrmann, Kate Appleman, Katarina Lettner, Balaji Cherupala, Jessica Cayton, Shamik Bhattacharya, Pirooz Eghtesady Dec 2025

Mechanical Explanation For The Hemodynamic Efficacy Of Right Atrial Appendage Autografts Used In Neo-Semilunar Valve Leaflet Reconstruction, Andrew Behrmann, Kate Appleman, Katarina Lettner, Balaji Cherupala, Jessica Cayton, Shamik Bhattacharya, Pirooz Eghtesady

2020-Current year OA Pubs

BACKGROUND: Pediatric pulmonic and aortic valve insufficiency has recently been treated with novel procedures that use autologous right atrial appendage tissue. Whether atrial tissue's tensile strength correlates with pressures it can withstand to function as a neo-semilunar valve has not been studied. We therefore studied these properties using an ex vivo porcine heart model.

METHODS: Aortic cusps, pulmonic cusps, and right and left atrial appendage tissues were excised from 10 porcine hearts. Native leaflets and atrial appendage samples underwent circumferential and radial stretching by a uniaxial tensile machine. Right atrial appendage tissue from 14 additional porcine hearts was used to …


Clinical Characteristics And Real-World Outcomes In Patients With Mucopolysaccharidosis Ii Over 18 Years: Final Report Of The Hunter Outcome Survey, Joseph Muenzer, Jaco Botha, Hernan Amartino, Roberto Giugliani, Paul Harmatz, Christoph Kampmann, Bianca Link, Shuan-Pei Lin, David Molter, Julian Raiman, Maurizio Scarpa, Anna Tylki-Szymańska, Siddharth Jain, David A H Whiteman, Barbara K Burton Dec 2025

Clinical Characteristics And Real-World Outcomes In Patients With Mucopolysaccharidosis Ii Over 18 Years: Final Report Of The Hunter Outcome Survey, Joseph Muenzer, Jaco Botha, Hernan Amartino, Roberto Giugliani, Paul Harmatz, Christoph Kampmann, Bianca Link, Shuan-Pei Lin, David Molter, Julian Raiman, Maurizio Scarpa, Anna Tylki-Szymańska, Siddharth Jain, David A H Whiteman, Barbara K Burton

2020-Current year OA Pubs

BACKGROUND: Mucopolysaccharidosis II (MPS II) is a rare, progressive, X-linked lysosomal storage disease. Enzyme replacement therapy (ERT) with intravenous (IV) idursulfase has been approved for the treatment of patients with MPS II since 2005. The Hunter Outcome Survey (HOS; NCT03292887) was established as a condition of approval to monitor the long-term safety and effectiveness of idursulfase. Here, we report the final results from HOS.

METHODS: HOS was a multicenter, long-term, observational registry that enrolled patients with a biochemically and/or genetically confirmed diagnosis of MPS II who were untreated or treated with idursulfase and/or bone marrow transplant. Patients were enrolled prospectively …


Risk Factors For Early Right Ventricular-To-Pulmonary Artery Conduit Failure In Congenital Heart Disease, Fawaz Naeem, Travus J White, J William Gaynor, Xuemei Zhang, Steve Ampah, Andrew C Glatz, Laura Mercer-Rosa, Meryl S Cohen Dec 2025

Risk Factors For Early Right Ventricular-To-Pulmonary Artery Conduit Failure In Congenital Heart Disease, Fawaz Naeem, Travus J White, J William Gaynor, Xuemei Zhang, Steve Ampah, Andrew C Glatz, Laura Mercer-Rosa, Meryl S Cohen

2020-Current year OA Pubs

OBJECTIVES: Right ventricle-to-pulmonary artery conduits are a mainstay of treatment for patients with congenital heart defects. We investigated the association of underlying genetic abnormalities with conduit failure and hypothesized that 22q11.2 deletion syndrome was associated with shorter time to failure.

METHODS: We conducted a single-center retrospective cohort study at the Children's Hospital of Philadelphia. Patients who underwent right ventricle-to-pulmonary artery conduit placement as part of a biventricular repair at 0 to 24 months of age between January 2010 and June 2020 were included. The primary exposure of interest was diagnosis of 22q11.2 deletion syndrome, and the outcome was time to …


Molecular Response To The Non-Lytic Peptide Bac7 (1-35) Triggers Disruption Of Klebsiella Pneumoniae Biofilm, Robert L Beckman I V, Berta Martinez, Flor Z. Santiago, Gabriela N. Echeverria, Bruno V. Pinheiro, Marcelo D. T. Torres, Logan Suits, Shantal Garcia, Paeton L. Wantuch, Cesar De La Fuente-Nunez, Prahathees Eswara, David A. Rosen, Renee M. Fleeman Dec 2025

Molecular Response To The Non-Lytic Peptide Bac7 (1-35) Triggers Disruption Of Klebsiella Pneumoniae Biofilm, Robert L Beckman I V, Berta Martinez, Flor Z. Santiago, Gabriela N. Echeverria, Bruno V. Pinheiro, Marcelo D. T. Torres, Logan Suits, Shantal Garcia, Paeton L. Wantuch, Cesar De La Fuente-Nunez, Prahathees Eswara, David A. Rosen, Renee M. Fleeman

2020-Current year OA Pubs

Klebsiella pneumoniae is becoming increasingly difficult to treat as multidrug-resistant (MDR) strains become more prevalent. The formation of biofilm heightens this threat by embedding bacterial cells in a polysaccharide-rich matrix that limits antibiotic penetration. Here we dissect the anti-biofilm bovine host-defense cathelicidin peptide fragment bac7 (1-35), exploring its anti-biofilm mechanism, evaluating its ability to curb colonization of the vital organs by hypervirulent K. pneumoniae, and testing its breadth of activity against diverse clinical isolates. Transcriptomic profiling revealed that bac7 (1-35) simultaneously compromises the bacterial membrane and inhibits ribosomal function, a dual assault that precipitates rapid biofilm collapse and blocks bacterial …


The Non-Communicable Disease E-Cohort For Hypertension In Latin America: Concept, Survey Development And Study Protocol, Patricia J Garcia, Laura Espinoza-Pajuelo, Hannah H Leslie, Margaret E Kruk, Catherine Arsenault, Agustina Mazzoni, Jesus Medina-Ranilla, Javier Roberti, Marina Guglielmino, Ezequiel Garcia-Elorrio Dec 2025

The Non-Communicable Disease E-Cohort For Hypertension In Latin America: Concept, Survey Development And Study Protocol, Patricia J Garcia, Laura Espinoza-Pajuelo, Hannah H Leslie, Margaret E Kruk, Catherine Arsenault, Agustina Mazzoni, Jesus Medina-Ranilla, Javier Roberti, Marina Guglielmino, Ezequiel Garcia-Elorrio

2020-Current year OA Pubs

Non-communicable diseases like hypertension cause substantial morbidity and mortality in low- and middle-income countries, where limited access to high-quality care contributes to millions of preventable deaths annually. Traditional assessments of health system performance often rely on structural indicators and cross-sectional, overlooking patient experiences and care processes. In Latin America, amid rising cardiovascular disease, longitudinal tools are needed to guide improvements in healthcare delivery models, particularly for chronic diseases such as hypertension. The NCD e-Cohort is a prospective, longitudinal, mixed-mode (in-person and phone) survey designed to assess health system quality in Latin America. Developed by the QuEST Network, it integrates validated …


Buprenorphine Treatment During The Extended Postpartum Period: A Survey Of Patient Experiences, Bridget Galati, Heather Jacobsen, Melissa Krauss, Melissa Mills, Brittaney Vaughn, Sam Williams, Michael Wenzinger, Cynthia Rogers, Nandini Raghuraman, Jeannie Kelly Dec 2025

Buprenorphine Treatment During The Extended Postpartum Period: A Survey Of Patient Experiences, Bridget Galati, Heather Jacobsen, Melissa Krauss, Melissa Mills, Brittaney Vaughn, Sam Williams, Michael Wenzinger, Cynthia Rogers, Nandini Raghuraman, Jeannie Kelly

2020-Current year OA Pubs

OBJECTIVE: The late postpartum period, defined as greater than 6 weeks to 12 months, is a high-risk time for individuals with opioid use disorder (OUD). Discontinuation rates of buprenorphine treatment for OUD during this period are high. Little is known about patients' subjective experience with buprenorphine treatment during this time. We sought to assess patient treatment experience, goals, facilitators and barriers to continued buprenorphine treatment throughout the extended postpartum period.

METHODS: We performed a cross-sectional survey of postpartum patients who received buprenorphine treatment, including sublingual and long-acting injectable formulations, in an interdisciplinary, wrap-around clinic for maternal OUD between February 2022 …


Long-Term Illness In Adults Hospitalized For Respiratory Syncytial Virus Disease, United States, February 2022-September 2023, Aleda M Leis, Jennie H Kwon, Et Al. Dec 2025

Long-Term Illness In Adults Hospitalized For Respiratory Syncytial Virus Disease, United States, February 2022-September 2023, Aleda M Leis, Jennie H Kwon, Et Al.

2020-Current year OA Pubs

Respiratory syncytial virus (RSV) can cause severe illness, but little is known about long-term consequences in hospitalized adults. We surveyed adults (>18 years of age) who survived hospitalization for RSV or COVID-19 during February 2022-September 2023 about physical functioning and quality of life; surveys were conducted 6-12 months after hospitalization. We compared outcomes after RSV hospitalization by age (< 60 vs. >60 years) and to those hospitalized for COVID-19 by using multivariable regression models. Among 146 adults hospitalized with RSV, 27.4% reported severe breathlessness and 21.9% poor quality of life at follow-up. Few differences were seen in posthospital illness by age. …


Island-Based Evolutionary Computation With Diverse Surrogates And Adaptive Knowledge Transfer For High-Dimensional Data-Driven Optimization, Xianrong Zhang, Yuejiao Gong, Zhiguang Cao, Jun Zhang Dec 2025

Island-Based Evolutionary Computation With Diverse Surrogates And Adaptive Knowledge Transfer For High-Dimensional Data-Driven Optimization, Xianrong Zhang, Yuejiao Gong, Zhiguang Cao, Jun Zhang

Research Collection School Of Computing and Information Systems

In recent years, there has been a growing interest in data-driven evolutionary algorithms (DDEAs) employing surrogate models to approximate the objective functions with limited data. However, current DDEAs are primarily designed for lower-dimensional problems and their performance drops significantly when applied to large-scale optimization problems (LSOPs). To address the challenge, this paper proposes an offline DDEA named DSKT-DDEA. DSKT-DDEA leverages multiple islands that utilize different data to establish diverse surrogate models, fostering diverse subpopulations and mitigating the risk of premature convergence. In the intra-island optimization phase, a semi-supervised learning method is devised to fine-tune the surrogates. It not only facilitates …


Adverse Experiences, Protective Factors, And Obesity In Latinx And Hispanic Youths, Victoria Goldman, Sevan Esaian, Miguel Ángel Rivas Fernández, Jonatan Ottino Gonzalez, Nicole Karcher, Jeffrey I Gold, Alaina P Vidmar, Shana Adise Dec 2025

Adverse Experiences, Protective Factors, And Obesity In Latinx And Hispanic Youths, Victoria Goldman, Sevan Esaian, Miguel Ángel Rivas Fernández, Jonatan Ottino Gonzalez, Nicole Karcher, Jeffrey I Gold, Alaina P Vidmar, Shana Adise

2020-Current year OA Pubs

IMPORTANCE: Pediatric obesity rates are rising, and adverse childhood experiences (ACEs) may contribute by promoting stress-induced weight gain. Few studies have examined the association of ACEs with body mass index (BMI) and youth-reported protective factors, particularly among Latinx and Hispanic youths, who face higher rates of ACEs and obesity.

OBJECTIVE: To evaluate the association of ACEs with BMI in a population-based cohort and determine whether youth-reported protective factors (eg, self-coping skills, caregiver or friend support, or overall support) moderate this association, with a focus on Latinx and Hispanic youths.

DESIGN, SETTING, AND PARTICIPANTS: This large, cross-sectional study of youths aged …


Early Life Infection With Cryptosporidium Parvum Induces Inflammatory Responses To Dietary Antigens, Iti Saraav, Wanyi Huang, Jisun Jung, Rui Xu, Yong Fu, Keely Mcdonald, Lawrence A Schriefer, Rachel Rodgers, Megan T Baldridge, Rodney D Newberry, Chyi-Song Hsieh, L David Sibley Dec 2025

Early Life Infection With Cryptosporidium Parvum Induces Inflammatory Responses To Dietary Antigens, Iti Saraav, Wanyi Huang, Jisun Jung, Rui Xu, Yong Fu, Keely Mcdonald, Lawrence A Schriefer, Rachel Rodgers, Megan T Baldridge, Rodney D Newberry, Chyi-Song Hsieh, L David Sibley

2020-Current year OA Pubs

To examine the effect of early-life infection with


Meniscal Repair In The Setting Of Revision Anterior Cruciate Ligament Reconstruction: 6-Year Follow-Up Results From The Mars Cohort, Mars Group, Amanda K Haas, Robert H Brophy, Matthew J Matava, Matthew V Smith, Et Al. Dec 2025

Meniscal Repair In The Setting Of Revision Anterior Cruciate Ligament Reconstruction: 6-Year Follow-Up Results From The Mars Cohort, Mars Group, Amanda K Haas, Robert H Brophy, Matthew J Matava, Matthew V Smith, Et Al.

2020-Current year OA Pubs

BACKGROUND: Meniscal preservation has been demonstrated to contribute to long-term knee health and has been a successful intervention in isolation and in patients with anterior cruciate ligament reconstruction (ACLR). The long-term results of meniscal repair in the setting of revision ACLR have yet to be documented.

PURPOSE: To report the incidence of meniscal repair failures at the 6-year follow-up in a cohort of patients who underwent concurrent revision ACLR and primary meniscal repair.

STUDY DESIGN: Prospective cohort study; Level of evidence, 2.

METHODS: All revision ACLRs with concomitant primary meniscal repair cases from a multicenter group between 2006 and 2011 …


Safe-Sora: Safe Text-To-Video Generation Via Graphical Watermarking, Zihan Su, Xuerui Qiu, Hongbin Xu, Tangyu Jiang, Jun-Hao Zhuang, Chun Yuan, Ming Li, Shengfeng He, Fei Yu Dec 2025

Safe-Sora: Safe Text-To-Video Generation Via Graphical Watermarking, Zihan Su, Xuerui Qiu, Hongbin Xu, Tangyu Jiang, Jun-Hao Zhuang, Chun Yuan, Ming Li, Shengfeng He, Fei Yu

Research Collection School Of Computing and Information Systems

The explosive growth of generative video models has amplified the demand for reliable copyright preservation of AI-generated content. Despite its popularity in image synthesis, invisible generative watermarking remains largely underexplored in video generation. To address this gap, we propose Safe-Sora, the first framework to embed graphical watermarks directly into the video generation process. Motivated by the observation that watermarking performance is closely tied to the visual similarity between the watermark and cover content, we introduce a hierarchical coarse-to-fine adaptive matching mechanism. Specifically, the watermark image is divided into patches, each assigned to the most visually similar video frame, and further …


The Rise Of Parameter Specialization For Knowledge Storage In Large Language Models, Yihuai Hong, Yiran Zhao, Wei Tang, Yang Deng, Yu Rong, Wenxuan Zhang Dec 2025

The Rise Of Parameter Specialization For Knowledge Storage In Large Language Models, Yihuai Hong, Yiran Zhao, Wei Tang, Yang Deng, Yu Rong, Wenxuan Zhang

Research Collection School Of Computing and Information Systems

Over time, a growing wave of large language models from various series has been introduced to the community. Researchers are striving to maximize the performance of language models with constrained parameter sizes. However, from a microscopic perspective, there has been limited research on how to better store knowledge in model parameters, particularly within MLPs, to enable more effective utilization of this knowledge by the model. In this work, we analyze twenty publicly available open-source large language models to investigate the relationship between their strong performance and the way knowledge is stored in their corresponding MLP parameters. Our findings reveal that …


Efskip: A New Error Feedback With Linear Speedup For Compressed Federated Learning With Arbitrary Data Heterogeneity, Hongyan Bao, Pengwen Chen, Ying Sun, Zhize Li Dec 2025

Efskip: A New Error Feedback With Linear Speedup For Compressed Federated Learning With Arbitrary Data Heterogeneity, Hongyan Bao, Pengwen Chen, Ying Sun, Zhize Li

Research Collection School Of Computing and Information Systems

Due to the communication bottleneck in distributed and decentralized federated learning applications, algorithms using compressed communication have attracted significant attention. The Error Feedback (EF) is a widely-studied compression framework for convergence with biased compressors such as top-k sparsification. Although various improvements have been obtained in recent years, the theoretical guarantee for EF-type framework is still limited. Previous works either 1) rely on strong assumptions such as bounded gradient/dissimilarity assumptions, thus can not deal with arbitrary data heterogeneity and also slow the convergence speed, or 2) can not enjoy linear speedup in the number of clients. In this work, we propose …


Generalization Bounds For Rank‑Sparse Neural Networks, Antoine Ledent, Rodrigo Alves, Yunwen Lei Dec 2025

Generalization Bounds For Rank‑Sparse Neural Networks, Antoine Ledent, Rodrigo Alves, Yunwen Lei

Research Collection School Of Computing and Information Systems

It has been recently observed in much of the literature that neural networks exhibit a bottleneck rank property: for larger depths, the activation and weights of neural networks trained with gradient-based methods tend to be of approximately low rank. In fact, the rank of the activations of each layer converges to a fixed value referred to as the “bottleneck rank”, which is the minimum rank required to represent the training data. This perspective is in line with the observation that regularizing linear networks (without activations) with weight decay is equivalent to minimizing the Schatten p quasi norm of the neural …


Accuracy-Enabling Differential Privacy-Preserving Truth Discovery, Man Zhang, Xinghua Li, Yinbin Miao, Bin Luo, Siqi Ma, Robert H. Deng Dec 2025

Accuracy-Enabling Differential Privacy-Preserving Truth Discovery, Man Zhang, Xinghua Li, Yinbin Miao, Bin Luo, Siqi Ma, Robert H. Deng

Research Collection School Of Computing and Information Systems

Perturbation-based privacy-preserving truth discovery requires the Service Provider (SP) to calculate the truthful aggregation result from perturbed data of the Data Sources (DSs), which inevitably damages the aggregation accuracy due to perturbation noise added in the data. Thus, the existing works attempt to relieve the perturbation errors by reducing noise amounts or adjusting aggregation weights of DSs. However, the former sacrifices DSs’ privacy preservation and the latter has the limited accuracy recovery performance. Aiming at it, we propose an accuracy-enabling differential privacy-preserving truth discovery consisting of an independence-guaranteed data perturbation module and a progressive-private noise elimination module. Specifically, in the …


Scalable Graph Indexing Using Gpus For Approximate Nearest Neighbor Search, Zhonggen Li, Xiangyu Ke, Yifan Zhu, Bocheng Yu, Baihua Zheng, Yunjun Gao Dec 2025

Scalable Graph Indexing Using Gpus For Approximate Nearest Neighbor Search, Zhonggen Li, Xiangyu Ke, Yifan Zhu, Bocheng Yu, Baihua Zheng, Yunjun Gao

Research Collection School Of Computing and Information Systems

Approximate nearest neighbor search (ANNS) in high-dimensional vector spaces has a wide range of real-world applications. Numerous methods have been proposed to handle ANNS efficiently, while graph-based indexes have gained prominence due to their high accuracy and efficiency. However, the indexing overhead of graph-based indexes remains substantial. With exponential growth in data volume and increasing demands for dynamic index adjustments, this overhead continues to escalate, posing a critical challenge.In this paper, we introduce Tagore, a fasT library accelerated by GPUs for graph indexing, which has powerful capabilities of constructing refinement-based graph indexes such as NSG and Vamana. We first introduce …


Association Of Area Deprivation Index With Perinatal And Covid-19 Outcomes During The Early Pandemic: A Secondary Analysis Of A Prospective Cohort Study, Abigail Bell, Megan Foeller, Candice Woolfolk, Emily Diveley, Fan Zhang, Amy Scheffer, Ruizhi Huang, Daniel Jackson, Nandini Raghuraman, Ebony Carter, Indira U Mysorekar, Jeannie C Kelly Dec 2025

Association Of Area Deprivation Index With Perinatal And Covid-19 Outcomes During The Early Pandemic: A Secondary Analysis Of A Prospective Cohort Study, Abigail Bell, Megan Foeller, Candice Woolfolk, Emily Diveley, Fan Zhang, Amy Scheffer, Ruizhi Huang, Daniel Jackson, Nandini Raghuraman, Ebony Carter, Indira U Mysorekar, Jeannie C Kelly

2020-Current year OA Pubs

OBJECTIVE: We sought to evaluate the relationship between neighborhood-level deprivation and perinatal outcomes, particularly preterm birth, as well as COVID-19 outcomes among pregnant patients during the early pandemic.

METHODS: We performed a secondary analysis of a prospective longitudinal cohort study that investigated the impact of prenatal COVID-19 exposure on perinatal outcomes. Pregnant patients were recruited 12/23/20-7/18/22 and serially assessed for COVID-19 exposure during pregnancy, with serum antibody testing, electronic medical record review, and patient report. For this secondary analysis, address at the time of delivery was used to categorize patients into low ADI (≤50

RESULTS: 306 patients were included: 124 …


Framerate Sensitivity And Cinemagoing Explain The Soap Opera Effect Of Films: A Preregistered Study Of Undergraduate Students In Singapore., Sonny Rosenthal, Benjamin J. Li Dec 2025

Framerate Sensitivity And Cinemagoing Explain The Soap Opera Effect Of Films: A Preregistered Study Of Undergraduate Students In Singapore., Sonny Rosenthal, Benjamin J. Li

Research Collection College of Integrative Studies

The soap opera effect is an unsettling feeling that some individuals experience while watching films at a high framerate. It has received little scholarly attention, and most explanations of it are speculative or anecdotal. Drawing on the mere exposure effect, this preregistered laboratory experiment provides new evidence of framerate sensitivity and cinemagoing as explanatory factors of the soap opera effect. Undergraduate students (N = 270) reported their cinemagoing and completed a novel task to measure their framerate sensitivity. They also completed a task indicating their framerate preferences. Those with a higher framerate sensitivity and more regular cinemagoing preferred the standard …


Novice Instructors Can Make Satisfying Video Lectures By Using Familiar Techniques: A Repeated-Measures Test Of Video Lecture Formats And Learner Satisfaction Theory, Sonny Rosenthal, Stuart Braiman, Dawn Z. Y. Poh Dec 2025

Novice Instructors Can Make Satisfying Video Lectures By Using Familiar Techniques: A Repeated-Measures Test Of Video Lecture Formats And Learner Satisfaction Theory, Sonny Rosenthal, Stuart Braiman, Dawn Z. Y. Poh

Research Collection College of Integrative Studies

Research has shown that composite video lectures lead to higher learner satisfaction than other video lecture formats, but this finding has not been replicated among novice instructors. In this study, six PhD students created two video lectures on different topics. One used the picture-in-picture (PiP) format, while the other used the video composite format. Undergraduate student participants (N = 185) watched both video lectures by a single instructor and rated them on several variables. Contradicting prior research, the participants rated the composite video as having lower content quality (Cohen’s d = -0.35) and instructor-content interaction (Cohen’s d = -0.17) than …


Navigating Ai-Nature Frictions: Autonomous Vehicle Testing And Nature-Based Constraints, Prerona Das, Orlando Woods, Lily Kong Dec 2025

Navigating Ai-Nature Frictions: Autonomous Vehicle Testing And Nature-Based Constraints, Prerona Das, Orlando Woods, Lily Kong

Research Collection College of Integrative Studies

In cities, the application of Artificial Intelligence (AI) is being directed towards transforming different aspects of urban life. These applications take material form in urban spaces, with autonomous vehicles (AVs) providing a prominent example. AI systems rely on large volumes of data on their surroundings to refine the algorithms and enhance the accuracy of prediction for operational efficiency and safety. However, such algorithmic learning and execution can present challenges when dealing with the unpredictable, complex, and dynamic aspects of urban spaces. Nature is a paradigmatic example of such unpredictability, because natural phenomena usually defy consistent patterns and precise data-based modelling. …


Privately Owned Companies Dominate Renewable Energy Generation Ownership Around The World, Dyaran Bansraj, Theodor Florian Cojoianu, Xi Hu, Khaladdin Rzayev, Francisco Urzua Dec 2025

Privately Owned Companies Dominate Renewable Energy Generation Ownership Around The World, Dyaran Bansraj, Theodor Florian Cojoianu, Xi Hu, Khaladdin Rzayev, Francisco Urzua

Research Collection College of Integrative Studies

Global sustainable finance policies are premised on publicly listed companies driving decarbonization through transparency, investor pressure, and capital market access. Analysing c. 20,000 corporate owners of renewable and fossil-fuel assets worldwide, we show the opposite: private firms own approximately 75% of global renewable generation capacity. This private dominance holds across all major technologies and regions, with listed ownership of renewable assets being the majority only in the oil & gas and technology sectors. The Paris Agreement did not alter this balance. Instead, ownership of the energy transition reflects countries' financial structures, with similar patterns observed across manufacturing, construction, and financial …