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2026

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Preserved Artificial Grammar Learning In Individuals With Parkinson’S Disease: A Systematic Review, Sarah I. Cranna Jan 2026

Preserved Artificial Grammar Learning In Individuals With Parkinson’S Disease: A Systematic Review, Sarah I. Cranna

Honors Theses and Capstones

Abstract

            Implicit statistical learning is a crucial cognitive function that is highly involved in the learning and processing of language. Since both language and implicit statistical learning are supported by the basal ganglia through cortico-striatal networks, disruptions to this network could result in their impairment. Parkinson’s Disease (PD) can therefore be used to model disruptions to this system as it is primarily characterized by dysfunction in the basal ganglia. Thus, this review aims to examine the current literature studying the performance of individuals with PD on artificial grammar tasks in order to investigate the impact of impaired basal ganglia function …


Tmem116 Crispr-Mediated Knockout Prevents Proper Lens Regeneration In Iberian-Ribbed Newts, Damien T. Mann Jan 2026

Tmem116 Crispr-Mediated Knockout Prevents Proper Lens Regeneration In Iberian-Ribbed Newts, Damien T. Mann

Honors Theses and Capstones

Eye diseases like cataracts, age-related macular degeneration (AMD), and glaucoma are widespread and detrimental conditions affecting many people across the globe. While there are reliable and successful treatments for those with cataracts that can reverse vision impediments, others like glaucoma and AMD have limited treatment options. Additionally, eye damage resulting from these conditions is commonly irreversible, establishing a need for new treatment options. The Iberian-ribbed newt, Pleurodeles waltl, is a salamander species primarily studied for their amazing regenerative capabilities. Particularly, these newts are capable of de novo lens regeneration after a complete resection, providing a unique opportunity to study regeneration …


Investigating Microbe-Mediated Temperature Tolerance In Lemna Minor, Matthew Thomas Farbaniec Jan 2026

Investigating Microbe-Mediated Temperature Tolerance In Lemna Minor, Matthew Thomas Farbaniec

Honors Theses and Capstones

Temperature limits plant growth and survival more than many other environmental variables, and increases in the frequency of extreme hot or cold weather events pose significant challenges for plant growth and crop yields. Previous studies have shown that bacteria, fungi, and other microorganisms associated with plants ( i.e., the plant microbiome) can influence host response to temperature stress. These same microbes have their own temperature tolerances. We investigated whether microbial temperature tolerance correlates with plant resilience using an aquatic plant model, Lemna minor, and isolates derived from its microbiome. Microbial isolates were assessed at −10°C, 4°C, and 32°C for …


Detection And Management Of Attacks On Synchronized Networks, Michael T. Spearman Jan 2026

Detection And Management Of Attacks On Synchronized Networks, Michael T. Spearman

Honors Theses and Capstones

The Precision Time Protocol (IEEE 1588) provides sub-microsecond clock synchronization across packet-switched networks and has become foundational infrastructure in 5G fronthaul, industrial control systems, and financial exchanges. Despite its criticality, most deployed PTP networks operate without active security monitoring, and no standardized detection mechanism exists for the class of attacks that deliberately stay below conventional jitter thresholds. This thesis investigates whether hardware-level ptp4l offset logs alone are sufficient to reliably detect two such attacks, slowly wandering packet delay injection and rogue master spoofing, and whether detection can occur before severe synchronization failure.

A hardware-in-the-loop testbed was constructed using two hosts …


Stress And Reward Interactions In Substance Use Disorder: An Evolutionary Mismatch Framework, Nicholas L. Castrucci Jan 2026

Stress And Reward Interactions In Substance Use Disorder: An Evolutionary Mismatch Framework, Nicholas L. Castrucci

Honors Theses and Capstones

Substance use disorder (SUD) is a major public health concern characterized by compulsive substance use despite adverse consequences. While contemporary models emphasize biological, psychological, and environmental contributors, stress- and reward-related systems are often examined in isolation. This review integrates these systems within an evolutionary mismatch framework to examine how chronic stress exposure and repeated substance use increase vulnerability to addiction. Stress and reward systems are evolutionarily conserved but may become chronically dysregulated under modern conditions characterized by persistent psychosocial stressors and highly potent rewarding stimuli. This is associated with converging neuroadaptations across stress and reward circuitry, resulting in altered affective …


Examining The Effectiveness Of Housing First Models On Transitional-Aged Youth Experiencing Homelessness: A Systematized Review, Cadyn Golisano Jan 2026

Examining The Effectiveness Of Housing First Models On Transitional-Aged Youth Experiencing Homelessness: A Systematized Review, Cadyn Golisano

Honors Theses and Capstones

Abstract

Purpose: The purpose of this review is to examine the outcomes of Housing First (HF) programs or models for transitional-age youth (TAY) experiencing homelessness. Specifically, this review aims to synthesize existing evidence on how Housing First influences housing stability and over-all wellbeing for young adults ages 18-25. By evaluating the effectiveness of these programs within this specific population, the review seeks to identify key benefits, limitations, and gaps in the current literature to inform future practice, policy, and research. The following research question was utilized to guide this paper: How do Housing First principals and interventions impact housing stability …


Reading Between The Lines: Representations Of Dyslexia In Young Adult Literature, Carli B. Gauvin Jan 2026

Reading Between The Lines: Representations Of Dyslexia In Young Adult Literature, Carli B. Gauvin

Honors Theses and Capstones

While dyslexia affects upwards of 20% of the population, this learning disability is not commonly brought up in young adult literature. This lack of representation negatively impacts those with dyslexia, who often fail to find themselves in the books they read, and readers in general, who are given fewer opportunities to gain insight into the learning disability. Young adult books that do discuss dyslexia can be at risk of portraying the learning disability in an unfavorable light, which can make dyslexic readers feel undervalued in society and can introduce misconceptions about dyslexia to all readers. It is crucial to analyze …


Phonetics And Orthography In French: A Proposal For A New Course, Kyara A. Crespo Gutierrez Jan 2026

Phonetics And Orthography In French: A Proposal For A New Course, Kyara A. Crespo Gutierrez

Honors Theses and Capstones

No abstract provided.


Investigating A Nanoparticle-Assisted Approach For Localized Strain Engineering In Two-Dimensional Materials, Skye Martichuski Jan 2026

Investigating A Nanoparticle-Assisted Approach For Localized Strain Engineering In Two-Dimensional Materials, Skye Martichuski

Honors Theses and Capstones

This work investigated a fabrication strategy for inducing localized nanoscale deformation and strain in transferred MoS2 flakes using gold nanoparticle-coated substrates as a potential platform for strain engineering in two-dimensional materials. Substrate type, nanoparticle concentration, drying conditions, cleaning procedures, and flake transfer methods were investigated using optical microscopy and atomic force microscopy (AFM). Au-coated SiO2 substrates produced improved nanoparticle coverage compared to bare SiO2, while passive air drying yielded the most favorable nanoparticle distributions. Salt crystals introduced during passive drying were successfully removed with a gentle deionized water rinse, and a 50% diluted gold nanoparticle suspension provided improved particle spacing …


Embracing Anomalous Perceptions: Sensory Anomalies, Social Stigma, And Self-Acceptance, Ty R. Hetrick Jan 2026

Embracing Anomalous Perceptions: Sensory Anomalies, Social Stigma, And Self-Acceptance, Ty R. Hetrick

Honors Theses and Capstones

Anomalous Perceptual Experiences (APEs), which include auditory and visual hallucinations, occur in the general population to varying degrees, but are often stigmatized in media and healthcare settings. However, there is an increasing focus on those who report APEs to be positive and meaningful. This study explored the lived experiences of individuals who report APEs that are interpreted meaningfully. Using a concurrent mixed methods approach, interviews and questionnaires were conducted with 3 adults who identify their APEs as meaningful. Participants described their experiences as sources of guidance, connection, and personal transformation that positively influenced their relationships, spirituality, and daily occupations. They …


Driving Monitoring Of People With Alzheimer’S Disease And Related Dementia Using Global Positioning System Technology, Julia A. Ferris Jan 2026

Driving Monitoring Of People With Alzheimer’S Disease And Related Dementia Using Global Positioning System Technology, Julia A. Ferris

Honors Theses and Capstones

No abstract provided.


Level Ii Fieldwork Students' Preparedness For Entry-Level Ot Practice Following Role-Emerging Campus-Based Education Center Placements, Julia Walkowiak, Amy Vancamp Jan 2026

Level Ii Fieldwork Students' Preparedness For Entry-Level Ot Practice Following Role-Emerging Campus-Based Education Center Placements, Julia Walkowiak, Amy Vancamp

Honors Theses and Capstones

Fieldwork is a critical component of the occupational therapy (OT) curriculum that provides students hands-on experience in various clinical settings. This allows students to practice evaluations/assessments, plan for sessions, implement interventions, write goals, and complete documentation with clients across the lifespan, integrating classroom knowledge while developing the skills needed to become entry-level practitioners. The purpose of this study was to explore occupational therapy students’ perspectives on Level II fieldwork placements in campus-based childhood centers at the University of New Hampshire and Colorado State University with a focus on their perceived preparedness for entry-level practice. Data was collected through surveys and …


Exploring Caring Pedagogy Through Self-Study: A Mathematics Educator’S Journey, Kien H. Lim Jan 2026

Exploring Caring Pedagogy Through Self-Study: A Mathematics Educator’S Journey, Kien H. Lim

Departmental Papers (Math)

This self-study examines my efforts to cultivate a positive learning environment in a capstone mathematics course for preservice middle school teachers. Motivated by earlier negative course evaluations and guided by heart-centered pedagogy, I explored how my beliefs, emotions, and instructional practices evolved as I sought to integrate kindness, foster mathematical thinking, and support students’ well-being. Drawing on dialogue transcripts, reflective journals, and reconstructed tutoring notes, I analyzed tensions between content coverage and relational pedagogy, as well as between deficit- and strength-based perspectives of students. Through critical dialogue and reflective inquiry, I gained deeper insight into my identity as a caring …


Creating A Positive Learning Environment In A Math Course For Preservice Teachers, Kien H. Lim, Hilda Y. Sotelo Jan 2026

Creating A Positive Learning Environment In A Math Course For Preservice Teachers, Kien H. Lim, Hilda Y. Sotelo

Departmental Papers (Math)

This study examines how a mathematics instructor cultivated a positive learning environment in a synchronous online course for 23 preservice teachers. Guided by self-determination theory, growth mindset, and mathematical caring, the course integrated high-cognitive-demand tasks, collaborative problem solving, flexible policies, and motivational supports. Data sources included reflection logs (Likert-scale items and open-ended responses) and a focus group; the instructor’s reflexive self-study informed result interpretation. Wilcoxon signed-rank tests indicated significant gains in students’ sense of inclusion and trust, though some instructor- related ratings declined late in the semester. Qualitative findings emphasized students’ appreciation for flexibility, encouragement, and growth-oriented feedback. Despite time …


International Law Duties Not To Recognize, Not To Assist, And To Cooperate Against Peremptory Norms (Jus Cogens) Violations,, Diane A. Desierto Jan 2026

International Law Duties Not To Recognize, Not To Assist, And To Cooperate Against Peremptory Norms (Jus Cogens) Violations,, Diane A. Desierto

Journal Articles

Peremptory norms (jus cogens) are the highest norms of international law. When these norms are violated, all States and international organizations have, at a minimum, three international legal duties to discharge while the violation is occurring: (1) the duty of non-recognition, where no State or international organization should recognize the situation caused by the violation; (2) the duty of non-assistance, where no State or international organization should render any aid or assistance to maintain this situation caused by the violation; and (3) the duty of cooperation, where all States and international organizations should cooperate to bring the violation to an …


Faces Of Formalism, Jeffrey A. Pojanowski Jan 2026

Faces Of Formalism, Jeffrey A. Pojanowski

Journal Articles

Formalist approaches to legal interpretation, such as textualism and originalism, are ascendant in federal statutory and constitutional law. Yet with success have come uncertainty and dissatisfaction. Formalists and their critics observe that textualism and originalism can seem as open-ended as the purposive and dynamic methods they were supposed to replace. This Article tries to diagnose the source of this discontent. It does so by identifying two different faces of formalist interpretation: the formalism of authority—adherence to original sources of law—and the formalism of method—constraint through predictable, rule-bound interpretation. Defenses of formalism often assume these two paths to constraint run together, …


What Beginning Law Students Learn When Ai Gets Personal, Kristina Swanson Jan 2026

What Beginning Law Students Learn When Ai Gets Personal, Kristina Swanson

Journal Articles

From the Introduction

While legal writing and research professors wrestle with artificial intelligence (AI)'s impact on the skills we teach, one thing is clear: beginning law students cannot discern whether AI answers to legal questions are correct. AI-generated responses to legal questions sound right and are designed to bolster the beleaguered law student's confidence. Deliberately programmed to hook customers, AI-generated answers often begin by praising the brilliant question and expressing electronic empathy for the difficulty the student may have had answering it. The end result: students with the wrong legal answer and misplaced confidence.


Leading From Where You Are: How Projects Build Leadership Skills In Law Libraries, Susan Azyndar, Yan Yu Jan 2026

Leading From Where You Are: How Projects Build Leadership Skills In Law Libraries, Susan Azyndar, Yan Yu

Journal Articles

Practical ways to develop leadership skills through collaborative projects–no title required.


Reforming Revocation By Physical Act, Barry Cushman Jan 2026

Reforming Revocation By Physical Act, Barry Cushman

Journal Articles

From the Introduction

In a previous article, I documented the various problems that are created by the law’s recognition of the power of a testator to revoke his will in whole or in part by physical act. That article canvassed five different areas of law in which such difficulties arise: ineffective attempts at revocation; the presumption of revocation; partial revocation by physical act; dependent relative revocation; and revival. In this Article, I first explore the asymmetries within the law of wills created by the persistence of revocation by physical act. I then offer some reflections on possibilities for reform.


The Object Of Interpretation, Francisco J. Urbina Jan 2026

The Object Of Interpretation, Francisco J. Urbina

Journal Articles

This Article provides an account of the object of legal interpretation. It examines various potential objects: text, lawmaking choice, practice, and order. The Article argues for a pluralist conception of the object of interpretation, according to which all of these alternatives are possible objects. In making this argument, the Article puts forth an account of the nature of the object of interpretation. The object of legal interpretation is, in essence, what is treated as a source of law, a fact that is recognized as generating law. As such, which alternative is exactly the object of interpretation in a given context …


Generative Ai For Born-Digital Collections: A Case Study For Metadata Management In An Institutional Repository, Tang (Cindy) Tian Jan 2026

Generative Ai For Born-Digital Collections: A Case Study For Metadata Management In An Institutional Repository, Tang (Cindy) Tian

Journal Articles

This case study examines the application of generative artificial intelligence (AI) tools, specifically ChatGPT-4o, ChatGPT-5, and Google Gemini 2.5 Flash, to streamline metadata extraction and creation for a born-digital collection within a digital repository environment. Testing four descriptive metadata elements—titles, abstracts, keywords, and full-text URLs—the study shows that AI improves efficiency in structured tasks but remains limited in semantic ones such as keyword matching. Results demonstrate that AI can streamline metadata workflows for small or resource-constrained institutions while emphasizing the continuing importance of human oversight and ethical responsibility in AI-assisted metadata workflows.


Bovine Lactoferrin Maintains Antibacterial Effect Against Neonatal Escherichia Coli Septicaemia Isolates Despite The Presence Of Iron Acquisition Genes, Matthew Mayorga, Joshua L. Wheatley, Brianna N. Maldonado, Susana Chavez-Bueno Jan 2026

Bovine Lactoferrin Maintains Antibacterial Effect Against Neonatal Escherichia Coli Septicaemia Isolates Despite The Presence Of Iron Acquisition Genes, Matthew Mayorga, Joshua L. Wheatley, Brianna N. Maldonado, Susana Chavez-Bueno

Student Publications

Introduction. Escherichia coli is a dominant cause of neonatal sepsis for which no prevention measures currently exist. Lactoferrin (LF) is an iron-sequestering antibacterial protein that has been noticed to decrease neonatal late-onset sepsis.

Hypothesis/Gap Statement. LF’s effect on in vitro growth of neonatal E. coli clinical isolates causing septicaemia is unknown. The prevalence of iron acquisition virulence genes which contribute to pathogenicity outcomes in these strains has also not been described in detail.

Aim. To evaluate bovine lactoferrin’s (bLF) effects on the in vitro growth of neonatal septicaemia E. coli isolates, and to determine the presence of iron acquisition …


Virus-Derived Serpin Reduces Immuno-Coagulopathic Damage In Murine Colitis By Targeting The Urokinase-Type Plasminogen Activator Receptor (Upar) And Complement, Alexandra R. Lucas, Henna Monder, Junior Enow, Cheyanne Woodrow, Aman Garg, Jessika Schlievert, Nora Elmadbouly, Aashika Dupati, Emily Aliskevich, Rohan Saju, Jacqueline Kilbourne, Kenneth Lowe, Mostafa Hamada, Aubrey Pinteric, Isabela R. Zanetti, Ritvik Srivant Satyanarayanan, Savanah Gisriel, Esther Borges Florsheim, Masmudur Rahman, James Irving, Grant Mcfadden, Wei Kong, Liqiang Zhang Jan 2026

Virus-Derived Serpin Reduces Immuno-Coagulopathic Damage In Murine Colitis By Targeting The Urokinase-Type Plasminogen Activator Receptor (Upar) And Complement, Alexandra R. Lucas, Henna Monder, Junior Enow, Cheyanne Woodrow, Aman Garg, Jessika Schlievert, Nora Elmadbouly, Aashika Dupati, Emily Aliskevich, Rohan Saju, Jacqueline Kilbourne, Kenneth Lowe, Mostafa Hamada, Aubrey Pinteric, Isabela R. Zanetti, Ritvik Srivant Satyanarayanan, Savanah Gisriel, Esther Borges Florsheim, Masmudur Rahman, James Irving, Grant Mcfadden, Wei Kong, Liqiang Zhang

Student Publications

A virus-derived serpin, Serp-1, has proven efficacy in treating inflammatory and coagulation disorders in preclinical and clinical studies. Serp-1 evolved over millions of years to block host immune responses, targeting serine proteases in immune and coagulation pathways. Treatment with PEGylated Serp-1 (PEGSerp-1) protein reduced lung injury in both lupus lung hemorrhage and SARS-CoV-2 models. Here, PEGSerp-1 effects on immune-coagulopathic responses is examined in a mouse colitis model. Inflammatory bowel disease (IBD) is associated with life-threatening complications with severe inflammation, bleeding, vasculitis, cancer and toxic megacolon. Serine protease cascades activate coagulation and complement pathways throughout the human body and are regulated …


Levonorgestrel Intrauterine System Use And The Risk Of Cervical Cancer In Women With Human Papillomavirus, Britney Margheim, Lauren Zakshorn, Sadie Wiens Jan 2026

Levonorgestrel Intrauterine System Use And The Risk Of Cervical Cancer In Women With Human Papillomavirus, Britney Margheim, Lauren Zakshorn, Sadie Wiens

Student Publications

No abstract provided.


Examining Demographic Characteristics Of Presidents Of Vascular And Venous Societies, Mohammad Nizamuddin, Christopher Papatheofanis, Tyler Santos, Ryan Bonner, Amrit Hingorani, Hason Khan, Natalie Ascher, Enrico Ascher, Anil Hingorani Jan 2026

Examining Demographic Characteristics Of Presidents Of Vascular And Venous Societies, Mohammad Nizamuddin, Christopher Papatheofanis, Tyler Santos, Ryan Bonner, Amrit Hingorani, Hason Khan, Natalie Ascher, Enrico Ascher, Anil Hingorani

Student Publications

Objective: Vascular and venous societies across North America and Europe have a variety of individuals from different backgrounds as their presidents. These individuals are influential in driving the priorities of vascular and venous medicine. Our study looks to analyze some key demographic characteristics and society presidents in vascular and venous medicine.

Methods: We determined a variety of demographic factors, such as age, sex, and country of origin/race/ethnicity, through online review from each society’s inception until our survey period from August 2023 to January 2024. The Student’s t-test was used to calculate statistical significance with a P-value of < .05.

Results: Demographic data …


Equity In Coastal Resilience: A Framework For University Engagement In Community-Based Projects, Juita-Elena (Wie) Yusuf, Jennifer L. Whytlaw, Marina Saitgalina, Ogechukwu N. Nwandu-Vincent, Khairul A. Anuar, Thomas Allen, Joshua Behr Jan 2026

Equity In Coastal Resilience: A Framework For University Engagement In Community-Based Projects, Juita-Elena (Wie) Yusuf, Jennifer L. Whytlaw, Marina Saitgalina, Ogechukwu N. Nwandu-Vincent, Khairul A. Anuar, Thomas Allen, Joshua Behr

School of Public Service Faculty Publications

As communities face intensifying climate hazards, it is vital to strengthen resilience in ways that explicitly prioritize social equity. This study examines how higher education institutions can better support government, nonprofit, and community partners in advancing equity-centered coastal resilience in the U.S. Utilizing a qualitative research design, we analyze discussions among researchers and practitioners during a three-day workshop. We present a framework derived from a thematic analysis of breakout group transcripts from a three-day national virtual workshop involving 113 researchers and practitioners. The analysis identified four core themes: the necessity of aligning projects with community-defined priorities; the foundational role of …


Cognitive Prosthetic: An Ai-Enabled Multimodal System For Episodic Recall In Knowledge Work, Lawrence Obiuwevwi, Krzystof J. Rechowicz, Vikas Ashok, Sachin Shetty, Sampath Jayarathna Jan 2026

Cognitive Prosthetic: An Ai-Enabled Multimodal System For Episodic Recall In Knowledge Work, Lawrence Obiuwevwi, Krzystof J. Rechowicz, Vikas Ashok, Sachin Shetty, Sampath Jayarathna

Computer Science Faculty Publications

Modern knowledge workplaces increasingly strain human episodic memory as individuals navigate fragmented attention, overlapping meetings, and multimodal information streams. Existing workplace tools provide partial support through note-taking or analytics but rarely integrate cognitive, physiological, and attentional context into retrievable memory representations. This paper presents the Cognitive Prosthetic Multimodal System (CPMS)—an AI-enabled proof-of-concept designed to support episodic recall in knowledge work through structured episodic capture and natural language retrieval. CPMS synchronizes speech transcripts, physiological signals, and gaze behavior into temporally aligned, JSON-based episodic records processed locally for privacy. Beyond data logging, the system includes a web-based retrieval interface that allows users …


Preoperative Patient Sentiment Is Associated With Postoperative Outcomes In Adult Spinal Deformity Surgery, Ross J. Gore, David Mazur-Hart, Mohan K. Sunkara, Aaqib Ali, Qizar Ali, Christopher J. Lynch Jan 2026

Preoperative Patient Sentiment Is Associated With Postoperative Outcomes In Adult Spinal Deformity Surgery, Ross J. Gore, David Mazur-Hart, Mohan K. Sunkara, Aaqib Ali, Qizar Ali, Christopher J. Lynch

Center for Secure and Intelligent Critical Systems (CSICS) Publications

Study Design:

Prospective observational pilot study of adult spinal deformity surgery patients.

Objective:

To determine whether preoperative patient sentiment, quantified using a 21-class valence scale extending the CARP paradigm implemented through an offline Large Language Model, predicts postoperative outcomes.

Summary of Background Data:

Predicting adult spinal deformity surgery outcomes remains challenging with traditional clinical and radiographic parameters alone. Although patient psychological factors and expectations significantly influence postoperative satisfaction and quality of life, systematic approaches to capture these factors are underdeveloped. Offline Large Language Models offer scalable, privacy-preserving psychological risk stratification.

Materials and Methods:

We prospectively enrolled 18 patients undergoing adult …


Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim Jan 2026

Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim

School of Cybersecurity Faculty Publications

The spread of fake news on online social networks is driven by imitation-based user behavior and network topology, often leading to persistent misinformation clusters and echo chambers. In this study, we develop a spatial evolutionary game-theoretic framework in which agents update their latent opinions through payoff-biased imitation, while external fact-checkers act as non-imitative intervention nodes. Building on this formulation, we propose an adaptive, boundary-aware intervention mechanism that dynamically regulates both the density and spatial allocation of fact-checkers according to real-time system conditions. Competing information clusters are identified through local neighborhood composition, enabling boundary nodes, i.e., interfaces between fake-news and non-fake-news …


Framework For Task Offloading In O-Ran Architecture For Heterogeneous Computing Applications, Samira Taheri, Neda Moghim, Naser Movahhedinia, Sachin Shetty Jan 2026

Framework For Task Offloading In O-Ran Architecture For Heterogeneous Computing Applications, Samira Taheri, Neda Moghim, Naser Movahhedinia, Sachin Shetty

Center for Secure and Intelligent Critical Systems (CSICS) Publications

Computational offloading transfers tasks from resource-constrained devices to more capable servers or cloud platforms, improving processing speed and user experience. Open radio access networks (O-RAN's) disaggregated architecture and open interfaces make it suitable for offloading delay-sensitive tasks, enhancing real-time application performance. This study focuses on task offloading in O-RAN, a reference network architecture. Although research on O-RAN is limited, existing work lacks a comprehensive approach to offloading, including offloading layer determination, node selection, and resource allocation based on task types and their latency needs. We propose a delay-aware task offloading framework within O-RAN to support diverse delay requirements, improving offloading …