Digital Commons Network^™

Tumoral And Circulating Genomic Landscape Inform Survival Differences In Colorectal Carcinomatosis, Michael G White, Reed I Ayabe, Mohammad A Zeineddine, Fadl A Zeineddine, Abdelrahman M G Yousef, Norman J Galbraith, Christopher Scally, Keith Fournier, Timothy E Newhook, Nancy Y You, Jason Willis, Scott Kopetz, George J Chang, John Paul Shen, Abhineet Uppal

Faculty, Staff and Student Publications

Colorectal peritoneal metastases (CPM) are the third most common site of metastatic spread of colorectal cancer and are associated with worse survival than other sites of metastatic disease. In recent years tumoral circulating tumoral DNA (ctDNA) mutational status has been increasingly utilized in clinical decision making for metastatic colorectal cancer patients despite its utility in CPM being poorly understood. Here we describe standard of care performed mutational profiles and associated outcomes for unresectable CPM patients, with a contextual comparison to 160 unresected colorectal liver metastases (CLM) patients. Of 508 patients, 288 (57 %) had CPM alone and 220 (43 %) …

Acetylcholine Release In The Dorsal Lateral Straitum During Social Approach Task, Taylor Good, Oyku Dinckol, Noah Wenger, Jake Caselli, Munir Gunes Kutlu

Rowan-Virtua Research Day

Nicotine Decreases ACh Release in the DS leading to a Serenic Effect during Social Approach Task

Acetylcholine (ACh) regulates attention, learning, and stress responses (Benarroch E. E., 2012). The dorsal striatum (DS), essential for stimulus-response learning, is also linked to anxiety and compulsivity (Casado-Sainz et al., 2021). We used behavioral pharmacology and in vivo fiber photometry to study ACh responses during social approach tasks in the dorsal striatum. Male and female C57BL/6J mice underwent stereotaxic surgeries to inject a fluorescent ACh sensor (ACh.Sn.Fr) and implant fiber optic cannulas in the DS. Using in vivo fiber photometry, we tracked ACh release …

Hypoxia Induced Ribosomal Rna Fragmentation Mediated By Rnase L, Vanessa Kristina Pizutelli, Dimitri G Pestov

Rowan-Virtua Research Day

Ischemic injury contributes to a range of global pathologies. Ischemia/Reperfusion Injury (IRI) is a paradoxical phenomenon that involves an initial restriction of blood flow followed by a sudden restoration of perfusion. This type of injury takes place in conditions such as myocardial infarction, acute kidney disease, and ischemic stroke and often leads to cellular death. Additionally, IRI exacerbates post-surgical outcomes and plays a role in graft dysfunction and transplant rejection. Despite efforts to develop therapies targeting known IRI pathways, clinical trials have largely been unsuccessful, underscoring the need for alternative mechanisms and biomarkers associated with IRI-induced apoptosis. Reactive oxygen species …

Dabigatran Reduced Acute Microgliosis In A Mouse Model With Tbi, Nicholas R. Eltman, Rashmeena Abbasi, Mary C. Kosciuk, Syed Ahmed, Jose L. Pascual, Randel L. Swanson, Nimish K. Acharya

Rowan-Virtua Research Day

Objective:

The study objective was to investigate the acute anti-inflammatory effects of dabigatran in a preclinical mouse controlled cortical impact (CCI) model of severe traumatic brain injury (TBI).

Design

Mice were separated into three groups: controlled cortical impact (CCI) with dabigatran (drug treatment, n=5), CCI with saline (positive control, n=5), and sham CCI without saline or dabigatran (negative control, n=3). Dabigatran (80mg/kg) or saline was administered orally at 2, 10, 18, 26, 34, and 42 hours following experimental CCI in the drug treatment or positive control groups, respectively. Animals in the negative control group received sham CCI only. 48h following …

Effects Of The Non-Stimulant Norepinephrine Reuptake Inhibitor, Atomoxetine, On Cognitive Flexibility In Healthy Adult Long-Evans Rats, Noah A. Ivak, Samantha Walkow, Christopher Knapp, Eleni Papadopoulos, Barry D Waterhouse, Rachel L Navarra

Rowan-Virtua Research Day

Executive function is the control of multiple higher order cognitive processes that include attention, working memory, and cognitive flexibility. Cognitive flexibility is the ability to shift behavioral strategies

in response to changing environmental demands and task complexity. This cognitive modality is often impaired in many neuropsychiatric disorders like attention deficit hyperactivity disorder (ADHD). Deficits in cognitive flexibility are associated with dysregulation of the catecholamines, norepinephrine (NE) and dopamine (DA) within the prefrontal cortex (PFC). Atomoxetine (ATX), a non-stimulant NE reuptake inhibitor, elevates levels of NE and DA in the PFC by inhibiting the norepinephrine transporter (NET). ATX is used to …

Laser Atherectomy For Complex Cad In Ischemic Heart Failure: A Systematic Review Of Revascularization Outcomes, Avneet Chawla, Jared Aftel, Moiuz Chaudhri, Mohamad Hammad, Ahmed Al Mahrizi, John Socci, Aditya Mehra

Rowan-Virtua Research Day

This review evaluates how laser atherectomy compares to angioplasty and stenting for revascularization in patients with heart failure and complex coronary artery disease (CAD). The review explored whether laser atherectomy could improve procedural success and reduce the risk of restenosis, major cardiovascular events (MACE), and other complications. A search across multiple medical databases yielded six studies directly comparing these treatment methods. Findings showed that procedural success rates were similar between laser atherectomy (ranging from 80% to 95%) and angioplasty/stenting (85% to 98%). Restenosis rates at six and twelve months were also generally equivalent, although laser atherectomy showed potential advantages in …

Cobenfy(Xanomeline/Trospium) Vs. Clozapine For Treatment-Resistant Schizophrenia, Harmann Singh, Akash M. Patel, Abdullah Noory, Kush C. Patel, Simran Gandhi

Rowan-Virtua Research Day

Background: Treatment-resistant schizophrenia (TRS) poses significant therapeutic challenges. Although clozapine remains the gold-standard pharmacologic treatment for TRS, its clinical utility is hampered by severe side effects and intensive monitoring requirements. KarXT (Cobenfy), a combination of xanomeline and trospium chloride, represents a novel antipsychotic approach by targeting muscarinic M1/M4 receptors instead of dopamine D2 pathways.

Hypothesis: KarXT offers comparable efficacy to clozapine with a more favorable safety and tolerability profile, making it a viable alternative for patients with TRS.

Methods: A systematic review was conducted to identify studies from 2015–2025 evaluating KarXT in schizophrenia. Sources included PubMed, ClinicalTrials.gov, FDA databases, ICER …

Frequency Modulation Of Deep Brain Stimulation Targeting The Periaqueductal Gray: Effects On Pain Perception And Autonomic Regulation, Jack Hennen, Avneet Chawla, Jared Garfinkle, Wen Hao Luo

Rowan-Virtua Research Day

Introduction:

The periaqueductal gray (PAG) is a midbrain structure, and effective target for deep brain stimulation (DBS), involved in the modulation of a multitude of sensory and autonomic processes. It has distinct functional columnar organization, with each column playing its own role in alteration of the body’s ability to respond to pain and stressful stimuli.

Background:

Research regarding the effects of DBS on the PAG has shown the four main subregions of the PAG: the dorsomedial PAG (dmPAG), dorsolateral PAG (dlPAG), lateral PAG (lPAG), and ventrolateral PAG(vlPAG), produce various physiologic outputs when stimulated. These outputs are region and frequency dependent. …

In Vivo Assessment Of Cardiac Radiofrequency Ablation In A Large-Animal Model Using Photoacoustic-Ultrasound Imaging, Nilesh Mathuria, Krithik Vishwanath, Blake C Fallon, Antonio Martino, Giorgio Brero, Miguel Valderrabano, Richard R Bouchard

Faculty, Staff and Student Publications

Despite advancements in catheter technology, intraoperative assessment of radiofrequency ablation (RFA) lesions remains elusive. Prior ex vivo data suggest photoacoustic imaging (PAI) can provide RFA lesion characteristics, but in vivo data are lacking. PAI involves delivering near-infrared light to tissue, leading to transient acoustic waves that can be detected by clinically available ultrasound transducers, providing optically based tissue characterization at depth. Three epicardial RFA lesions were delivered in an open-chest porcine model. In vivo PAI-based measurements of RFA lesion dimensions matched (< 0.7-mm error) gross pathologic assessment, yielding in vivo feasibility data of PAI to provide intraoperative RFA lesion dimensions.

Glutamate Gating Of Ampa-Subtype Iglurs At Physiological Temperatures, Anish Kumar Mondal, Elisa Carrillo, Vasanthi Jayaraman, Edward C Twomey

Faculty, Staff and Student Publications

Ionotropic glutamate receptors (iGluRs) are tetrameric ligand-gated ion channels that mediate most excitatory neurotransmission1. iGluRs are gated by glutamate, where on glutamate binding, they open their ion channels to enable cation influx into postsynaptic neurons, initiating signal transduction1,2. The structural mechanics of how glutamate gating occurs in full-length iGluRs is not well understood. Here, using the α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid subtype iGluR (AMPAR), we identify the glutamate-gating mechanism. AMPAR activation by glutamate is augmented at physiological temperatures. By preparing AMPARs for cryogenic-electron microscopy at these temperatures, we captured the glutamate-gating mechanism. Activation by glutamate initiates ion channel opening that involves all ion …

What Rankings, Ratings, And Utilities Do Breast Cancer Patients Place On Tissue- And Implant-Based Breast Reconstruction?, Haoqi Wang, Nsikak M Jackson, Danmeng Huang, Rachel E Alexander, Mary Catherine Bordes, Tzuan A Chen, Summer E Hanson, Mark Schaverien, Mia K Markey, Gregory P Reece, Scott B Cantor, Aubri S Hoffman

Faculty, Staff and Student Publications

Background: Utility analysis is well-established for comparing treatment options but challenging to assess with patients in clinical care. Preference assessment may be more feasible, but it is not yet known whether it correlates with utilities. The aims of this study were to (1) assess women's rankings, ratings, and utilities for tissue-based, implant-based, and no reconstruction after total mastectomy; and (2) explore assessment methods and correlations with clinical and psychosocial factors.

Methods: Forty patients considering or undergoing breast reconstruction completed 3 assessments-card ranking, visual analog scale, and standard gamble-and psychosocial questionnaires. Each woman rated 9 health states with case-matched images: 4 …

Chd1 Loss Reprograms Srebp2-Driven Cholesterol Synthesis To Fuel Androgen-Responsive Growth And Castration Resistance In Spop-Mutated Prostate Tumors, Feiyu Chen, Haoyan Li, Yin Wang, Ximing Tang, Kevin Lin, Chenling Meng, Javier Leo, Xin Liang, Jie Zhang, Vivien Van, Iqbal Mahmud, Bo Wei, Philip L Lorenzi, Maria G Raso, Ana Aparicio, Yue Lu, Daniel E Frigo, Boyi Gan, Di Zhao

Faculty, Staff and Student Publications

Despite undergoing castration, most individuals with prostate cancer (PCa) experience progression to castration-resistant PCa (CRPC), in which the androgen receptor (AR) remains an important driver. Concurrent genetic alterations in SPOP and CHD1 define a unique subtype of PCa, but their interactions in tumor progression and therapy response remain unclear. Here, we provide genetic evidence supporting that CHD1 loss accelerates disease progression and confers resistance to castration in males with SPOP-mutated PCa. By leveraging genetic engineering and multiomics, we uncovered a noncanonical function of CHD1 in lipid metabolism reprogramming via repressing the SREBP2 transcriptome. Loss of CHD1 induces cholesterol production, supplies …

Effect Of Very Preterm Delivery On Outcomes Following In Utero Spina Bifida Repair, Michael V Zaretsky, Jagruti Anadkat, Kelly A Bennett, Yair J Blumenfeld, Chris Buchanan, Caitlin Clifford, Timothy Crombleholme, Samer Elbabaa, Stephen P Emery, William H Goodnight, Hanmin Lee, Joseph B Lillegard, Foong-Yen Lim, Francois I Luks, Virginia Lijewski, Jena L Miller, Ueli Moehrlen, Julie Moldenhauer, Anita J Moon-Grady, Mauro Schenone, Daniel W Skupski, Aimen F Shaaban, Kuojen Tsao, Tim Van Mieghem, Amy J Wagner

Faculty, Staff and Student Publications

Objective: In utero fetal spina bifida repair decreases the risk for cerebrospinal fluid (CSF) diversion including ventriculoperitoneal (VP) shunt placement, reverses hindbrain herniation, and improves motor function with a higher likelihood of independent ambulation. Unfortunately, in utero surgery can be complicated by preterm delivery. The goal of this study was to compare pregnancy and neonatal outcomes between individuals who delivered very preterm, and those who delivered later in gestation following in-utero spina bifida repair.

Methods: Data from the North American Fetal Therapy Network (NAFTNet) Fetal Myelomeningocele Consortium (fMMC) registry collected from 2011 to 2024 were analyzed. Three cohorts of patients …

Evidence For Biomolecular Condensates Formed By The Escherichia Coli Matp Protein In Spatiotemporal Regulation Of The Bacterial Cell Division Cycle, Inés Barros-Medina, Miguel Ángel Robles-Ramos, Marta Sobrinos-Sanguino, Juan Román Luque-Ortega, Carlos Alfonso, William Margolin, Germán Rivas, Begoña Monterroso, Silvia Zorrilla

Faculty, Staff and Student Publications

An increasing number of proteins involved in bacterial cell cycle events have been recently shown to form biomolecular condensates important for their functions that may play a role in development of antibiotic-tolerant persister cells. Here we report that the E. coli chromosomal Ter macrodomain organizer MatP, a division site selection protein coordinating chromosome segregation with cell division, formed biomolecular condensates in crowding cytomimetic systems preferentially localized at the membrane of microfluidics droplets. Condensates were antagonized and partially dislodged from the membrane by DNA sequences recognized by MatP (matS), which partitioned into them. FtsZ, a core component of the division machinery …

Preclinical Evaluation Of Closed Incisional Negative Pressure Therapy On Post-Surgical Oedema And Lymphatic Activity, Kristine Kieswetter

Faculty, Staff and Student Publications

Closed incisional Negative Pressure Therapy (ciNPT) has demonstrated improved post-surgical healing with reduced oedema and hematoma/seroma formation in patients. The underlying mechanism of action is poorly understood, although evidence indicates that lymphatics play a role. The effects of ciNPT on oedema and lymphatic recovery were assessed following bilateral, surgical undermining of swine mammary tissues. One incision was treated with ciNPT, and the control covered with clear dressing. Near-infrared fluorescence imaging was used to visualise lymphatic activity. Oedema and lymph node size were measured using ultrasound. LYVE-1 and podoplanin were quantified with ELISA. Analysis of lymphatic activity revealed a contralateral effect …

Pathobiology Of Aortic Aneurysms And Dissections: Synthesis Of Recent Investigations And Evolving Insights, Navneet Narula

Faculty, Staff and Student Publications

The pathobiology of aortic disease is linked to aortic region: atherosclerosis for abdominal aorta, primary medial degeneration or aortitis for ascending thoracic aorta, and all causes for descending thoracic aorta and thoracoabdominal lesions. The pathogenesis of aortic dissection involves damage of the outer media from impaired perfusion from dysfunctional vasa vasorum, formation of discrete foci of disrupted vascular smooth muscle cell-elastic fiber extension-contractile units, and imbalance of radial sheer stress across the aortic wall, thereby creating an intimal tear and linear dissection. Thoracic aortic aneurysms develop from the chronic progression of medial degeneration coupled with the weakening of the remodeled …

Igtp: Learning Interpretable Cellular Embedding For Inferring Biological Mechanisms Underlying Single-Cell Transcriptomics, Xiaoyang Li, Nuo Hu, Isha Kawosa, Patrick G Pilié, Pratip K Bhattacharya, Degui Zhi, Xiaoqian Jiang, Zhongming Zhao, Yulin Dai

Faculty, Staff and Student Publications

Deep-learning models like Variational AutoEncoder have enabled low dimensional cellular embedding representation for large-scale single-cell transcriptomes and shown great flexibility in downstream tasks. However, biologically meaningful latent space is usually missing if no specific structure is designed. Here, we engineered a novel interpretable generative transcriptional program (iGTP) framework that could model the importance of transcriptional program (TP) space and protein-protein interactions (PPI) between different biological states. We demonstrated the performance of iGTP in a diverse biological context using gene ontology, canonical pathway, and different PPI curation. iGTP not only elucidated the ground truth of cellular responses but also surpassed other …

Kinasefusiondb: An Integrative Knowledge Of Kinase Fusion Proteins In Multi-Scales, Leonardo Aguilar, Pora Kim

Faculty, Staff and Student Publications

Kinase fusion genes were the most targeted fusion gene group among multiple major cellular gene groups. Kinase inhibitors disrupt aberrant signaling cascades and inhibit tumor progression, yet the specific mechanisms of action of the U.S. Food and Drug Administration (FDA)-approved inhibitors in the context of kinase fusion oncoproteins remain largely unknown. This gap limits our ability to develop personalized therapies and next-generation kinase inhibitors. To address this, we developed a novel in silico pipeline for predicting 3D structures of kinase fusion proteins and performing structure-based virtual screening. This approach enables large-scale structural annotation and drug screening across pan-cancer kinase fusions. …

Additive Manufacturing Of Zinc-Based Biomaterials: Fabrication, Performance And Property Evaluation, S. Bandekian, M. Zolfaghari Baghbaderani, J. Drelich, S. Sharif, A.F. Ismail, H. R. Bakhsheshi-Rad

Michigan Tech Publications

The use of zinc and its alloys in additive manufacturing has become an important focus in interventional medical field. This is because zinc as an implant is naturally degradable, has solid mechanical characteristics, and is biocompatible. Biodegradable Zn-based metals made with additive manufacturing offer significant advantages in creating personalized medical implants. This review aims to provide an overview of different types of additive manufacturing methods and processes that can be used in the fabrication of Zn-based medical implants. It offers a comprehensive understanding of additive-manufactured Zn-based alloys for interventional surgeries. The study also summarizes the relationships between degradation properties, mechanical …

Wide Lock-In Energy Harvesting From Vortexinduced Vibrations Of A Deformable Cylinder, Ahmed Raafat Mostafa

Theses

Energy harvesting from ambient sources has gained attention due to increasing energy demands. Despite VIV-based harvesters showing significant potential, their lock-in region, where significant power is generated, is narrow. Given the continuously varying ambient conditions of fluid currents, harvesters can easily fall into de-synchronization, yielding low energy output. Existing solutions like tunable masses or multiple degrees of freedom systems increase complexity and weight, limiting practical applications. This work introduces a novel variable diameter cylinder mechanism—a practical technique that actively tunes the cylinder’s geometry in real time to enhance energy harvesting efficiency from VIV. The mechanism employs an expanding pulley system …

الحماية الجنائية للبيانات الجينومية (دراسة تحليلية مقارنة), ميثاء حارب العميمي

Theses

Criminal Protection of Genomic Data

This research examines the criminal protection of genomic data through a comparative study between the United Arab Emirates and the United States of America, with the aim of analyzing how each legal system addresses these sensitive data and the associated risks، Genomic data, which relates to individuals' genetic information, is crucial in various fields such as medicine, insurance, and employment, making its protection essential to ensure individuals' privacy and to safeguard them from genetic discrimination or unlawful exploitation.

The UAE legislature is showing an increasing interest in regulating aspects related to genetic data and genomics, …

Identifying Barriers, Challenges And Opportunities Of Implementing Retrofitting Strategies In Existing Buildings In The Uae, Ahmad Ghalib Masri

Theses

The built environment of the UAE faces sustainability challenges because of its high energy usage and greenhouse gas emissions which require successful retrofitting methods to enhance aging buildings' performance and efficiency. This research investigates the barriers and challenges and opportunities of retrofitting strategy implementation in the UAE to provide direction for policymakers and stakeholders regarding sustainable practices. The research employed a mixed-methods approach through literature reviews and stakeholder surveys and interviews. The study shows that high upfront costs (68% of respondents) and building owner awareness limitations (54%) and fragmented regulations with inconsistent thermal insulation standards across emirates represent major barriers. …

Evaluating The Effects Of Co₂ And Uv-B On Sporobolus Virginicus (L.) Kunth Growth Under Open Top Chamber: A Comparison Of Silicon Nanoparticle-Treated And Untreated Plants, Suhaila Humaid Ablooshi

Theses

The study focused at how silicon nanoparticles (SiNPs; 50 mg/L) affected the growth, photosynthetic efficiency, and biochemical responses of the salt-tolerant halophyte Sporobolus virginicus in four different environments. They are control, high CO₂, UV-B radiation, and a mix of high CO₂ and UV-B. Plants that were treated with SiNPs showed big changes in their shape, such as more biomass, bigger leaf area, and better root systems in all conditions. The use of combined stress treatments caused a big increase in the levels of chlorophyll a, chlorophyll b, total chlorophyll, and carotenoids. As a result, that the plants were better at …

Strategies For Enhancing Thermal Comfort In Bus Stops Through Sustainable Design And Material Selection, Amany G. Micheal Prof., Mirette Asser, Noureldin Awad

Architectural Engineering

Global warming is an undeniable reality, necessitating innovative solutions to enhance thermal comfort while minimizing environmental impact, and avoiding the rapid reliance on fossil fuel based approaches. This research specifically addresses the challenge of improving thermal comfort at bus stops in Egypt’s arid climate, where high temperatures, intense solar radiation, and wind cause significant discomfort for passengers waiting for public transportation. The study focuses on implementing passive design strategies, including shading devices and ventilation techniques, tailored to the region’s wind patterns and solar conditions. Additionally, this research introduces a novel, sustainable composite material made from sugarcane bagasse and epoxy resin, …

Faculty Senate Chronicle May 1, 2025, Heather Loughney

The University of Akron Faculty Senate Chronicle

Minutes for the regular meeting of The University of Akron Faculty Senate on May 1, 2025

The Adirondack Frontier: Reclaiming A Vital Role In Shaping The Nation, Peter Nelson

Master's Theses

The traditional version of Adirondack history from the revolutionary period to the middle of the nineteenth century, which portrays the region as unexplored primeval wilderness, is nineteenth-century romantic mythology. It ignores thousands of years of Indigenous habitation and misrepresents early Euro-American activity in the region as well. In fact, from the earliest days of colonial exploration of North America until the middle of the 19th-Century, New York's Adirondack region was a dynamic American frontier, as important in shaping the destiny of the nation as the Northwest Territory or, later, the West. Activities in the Adirondack frontier contributed to the decimation …

Augsso: Secure Threshold Single-Sign-On Authentication With Popular Password Collection, Changsong Jiang, Chunxiang Xu, Guomin Yang

Research Collection School Of Computing and Information Systems

Single-sign-on authentication is widely deployed in mobile systems, which allows an identity server to authenticate a mobile user and issue her/him with a token, such that the user can access diverse mobile services. To address the single-point-offailure problem, threshold single-sign-on authentication (PbTA) is a feasible solution, where multiple identity servers perform user authentication and token issuance in a threshold way. However, existing PbTA schemes confront critical drawbacks. Specifically, these schemes are vulnerable to perpetual secret leakage attacks (PSLA): an adversary perpetually compromises secrets of identity servers (e.g., secret key shares or credentials) to break security. Besides, they fail to achieve …

Enriching Automatic Test Case Generation By Extracting Relevant Test Inputs From Bug Reports, Wendkuuni C. Ouedraogo, Laura Plein, Kader Kabore, Andrew Habib, Jacques Klein, David Lo, Tegawende F. Bissyande

Research Collection School Of Computing and Information Systems

The quality of software is closely tied to the effectiveness of the tests it undergoes. Manual test writing, though crucial for bug detection, is time-consuming, which has driven significant research into automated test case generation. However, current methods often struggle to generate relevant inputs, limiting the effectiveness of the tests produced. To address this, we introduce BRMiner, a novel approach that leverages Large Language Models (LLMs) in combination with traditional techniques to extract relevant inputs from bug reports, thereby enhancing automated test generation tools. In this study, we evaluate BRMiner using the Defects4J benchmark and test generation tools such as …

Reverse Modeling In Large Language Models, Sicheng Yu, Yuanchen Xu, Cunxiao Du, Yanying Zhou, Minghui Qiu, Qianru Sun, Hao Zhang, Jiawei Wu

Research Collection School Of Computing and Information Systems

Humans are accustomed to reading and writing in a forward manner, and this natural bias extends to text understanding in auto-regressive large language models (LLMs). This paper investigates whether LLMs, like humans, struggle with reverse modeling, specifically with reversed text inputs. We found that publicly available pre-trained LLMs cannot understand such inputs. However, LLMs trained from scratch with both forward and reverse texts can understand them equally well during inference. Our case study shows that different-content texts result in different losses if input (to LLMs) in different directions---some get lower losses for forward while some for reverse. This leads us …

Disambiguart: A Neural-Based Inference Model For Knowledge Graph Disambiguation, Budhitama Subagdja, D. Shanthoshigaa, Ah-Hwee Tan

Research Collection School Of Computing and Information Systems

One main challenge in constructing a knowledge graph (KG) is to deal with ambiguity. Specifically, an entity in the graph can be assigned with multiple meanings while two or more entities considered to have different meanings may actually be the same. Assigning an entity with the correct meaning may involve re-evaluation of its relevant contexts. This costly operation typically involves searching for other similar entities within the KG such that the context can be determined. In this paper, a new model called DisambiguART is proposed leveraging multi-channel matching and inference in a self-organizing neural network for sense disambiguation in knowledge …