Digital Commons Network^™

Market-Based Adversarial Verification For Ai Outputs, Johny Manuel-Devadoss, Deepthi Prasad

Defensive Publications Series

We introduce a market-based verification framework in which independent agents compete to validate or invalidate AI-generated claims through incentivized mechanisms. Unlike static evaluation pipelines or passive verification models, this system constructs a continuous adversarial marketplace where validators bid for the right to assess claims, stake capital on their judgments, and are rewarded or penalized based on correctness. The framework aligns incentives toward truth detection by making verification a profit-driven activity under uncertainty. We formalize the architecture, design, incentive compatibility, training strategies, and evaluation methodologies. The proposed system reframes truth validation as a decentralized, adversarial process rather than a static model …

An Adversarial Self-Invalidation Framework For Robust Reasoning, Johny Manuel-Devadoss, Deepthi Prasad

Defensive Publications Series

We propose a novel inference-time and training-time paradigm for improving the epistemic reliability of large language models (LLMs) and tool-augmented AI systems, termed Forced Epistemic Reset (FER). Unlike conventional self-consistency or critique-based methods, FER introduces a structured adversarial self-invalidation cycle in which a model is periodically required to challenge, falsify, and independently re-derive its own outputs using heterogeneous reasoning paths. The system explicitly treats intermediate conclusions as provisional hypotheses subject to internal falsification pressure. We formalize the architecture, training objectives, reset triggering mechanisms, and multi-path recomputation strategy. Empirical evaluation protocols are also outlined, focusing on contradiction recovery, robustness under reasoning …

Biology Major Awarded Goldwater Scholarship For Stem Research Leaders, Dave Larsen

College of Arts and Sciences Newsroom

Ashley Williams is UD’s seventh Goldwater Scholar and the fourth in biology.

A Multi-Layer Graph-Theoretic Framework For Understanding Electric Vehicle Adoption Across U.S. Counties, Fahad Alrasheedi

Computer Science Theses, Dissertations, and Student Creative Activity

This dissertation develops a multi-layer analytical framework to understand electric vehicle (EV) adoption across U.S. counties by integrating (1) temporal correlation networks, (2) predictive modeling, and (3) similarity networks. Existing research often focuses on coarse geographic units, embeds charging infrastructure (CI) within broad multivariable models, or overlooks structural differences among counties. These limitations leave open key questions regarding the directionality of EV–CI relationships, the determinants of county-level adoption, and whether similar counties exhibit similar adoption patterns. The first component examines temporal correlations between counties for EV adoption and CI expansion, as well as Granger-causality relationships under two scenarios: Early Adoption …

Relationship Between Judges’ Gender And Caseload Clearance In Jamaica’S Parish Courts, Sonia Bertram Linton

Walden Dissertations and Doctoral Studies

No abstract provided.

2026 Spring Order Of Exercises Commencement: Winona State University, Winona State University

WSU Commencement Programs

This is the Winona State University Spring 2026 Order of Exercises booklet published for the commencement ceremony on Thursday, May 7 and Friday, May 8, 2026.

During the Commencement event, a complete list of graduates was provided online. This program was not published during the Commencement event. This digital copy is maintained in the repository for archival purposes.

Collins Aerospace Automated Pressure Switch Tester, Joseph C. La Barbera, Kevin Cordero, Brenda Sanchez, Molly Bramm

Honors Capstones

For aerospace companies like Collins, pressure switches are crucial for safety, precise control, and reliability. As such, thorough testing of these switches is an essential step in Collins’ manufacturing workflow. However, current testing regimes suffer from several critical drawbacks. Firstly, they require constant manual supervision, costing precious time and manpower. Existing systems are also only able to test one single switch at a time, which creates backlog and delays. Lastly, current testing equipment has poor integration with the Collins digital ecosystem, hindering the utility of these devices. To solve these design challenges, a new system is required that is self-operable, …

Explicit Hydration Of The Beryllium Trifluoride Anion With One To Three Water Molecules: Bef3–(H2o)N=1–3, Kayleigh R. Autry, Gregory S. Tschumper

Chemistry Faculty Research & Creative Works

This work investigates the micro hydration of the beryllium trifluoride anion (BeF₃^–) with up to three water molecules (BeF₃^–(H₂O)_n where n = 1–3). Full geometry optimizations and harmonic vibrational frequencies were computed on various BeF₃^–(H₂O)_n stationary points using density functional theory methods (B3LYP-D3BJ, B3LYP, ωB97XD, and M06-2X) as well as the CCSD(T) and MP2 ab initio methods with a triple-ζ correlation-consistent basis set augmented with diffuse functions on all non-hydrogen atoms (haTZ). One BeF₃^–(H₂O)₁, five BeF₃^{– …}

Assessing Trends In Medical Students’ Perceptions Regarding Statistical Analysis, Ethan Noble, Valeriy Kozmenko, Paul Thompson

Scholarship Pathways Program

Assessing Trends in Medical Students’ Perceptions Regarding Data Analysis and Statistics Knowledge and Skills

Ethan Noble, MD | Mentors: Valeriy Kozmenko, MD, Paul Thompson, PhD

Introduction: The use of evidence-based medicine requires that physicians are able to properly analyze and interpret the results of new research. The development of new research and medical knowledge is swift, and a strong foundation in statistics and research is needed for physicians and medical students to keep up with new research. Curriculum in medical education often lacks in-depth coverage of the subject, and additional curriculum has been shown to enhance student confidence and ability …

Jtc 26: Making Opportunity, One Intentional Step At A Time, Whitney Woods

University of Mississippi News

This story is part of the 2026 Journey to Commencement series, which celebrates the pinnacle of the academic year by highlighting University of Mississippi students and their outstanding academic and personal journeys from college student to college graduate.

Small Businesses: A Comprehensive Investigation Into Data Quality's Impact On Security, Privacy, And Governance, Deveeshree Nayak

Theses and Dissertations

This dissertation investigates the extent to which deficiencies in data quality, specifically accuracy, completeness, consistency, timeliness, validity, and uniqueness, undermine data security, privacy compliance, and governance effectiveness in small businesses (fewer than 200 employees and annual revenues under $10 million) in Washington State. Although data are increasingly viewed as a strategic asset, empirical research on how poor data quality amplifies cyber risks and regulatory exposure in resource-constrained environments remains limited. A convergent mixed-methods design was employed. A purposive survey captured practitioner perceptions from nine small-business professionals regarding the impact of data quality on security (CIA triad), privacy (accuracy and transparency …

A Socio-Computational Framework For Understanding Information Campaigns Through A Collective Action Perspective, Sayantan Bhattacharya

Theses and Dissertations

In a time when social media significantly influences public dialogue, grasping the elements that contribute to the success of information campaigns has become vital for understanding modern social movements and political engagement. This dissertation explores the essential factors that affect the efficacy of information campaigns across digital platforms, addressing a notable gap in existing research that frequently neglects the systematic connection between information spread and outcomes of collective action. Instead of viewing these as distinct phenomena, this study constructs an integrated framework that highlights three crucial dimensions of successful information campaigns: the human factor, which emphasizes the role of influential …

Reflective Telemetry Replay For Performance Analysis In Extended Reality, Atit Kharel

Theses and Dissertations

Extended Reality (XR) environments are increasingly used for training, simulation, and skill development. However, conventional feedback mechanisms such as summary performance scores or first-person video recordings often lack the spatial and contextual detail necessary to support effective reflective learning. As a result, users may observe what occurred during an immersive task without fully understanding how their movement strategies and navigation decisions influenced performance outcomes. This work presents DataEcho, a telemetry-driven replay framework designed to capture, store, and reconstruct structured XR session data for interactive performance review and behavioral analysis. The system records frame-level telemetry from Unity-based XR applications, including object …

Monotone Traveling Waves In A General Discrete Model For Populations With K-Generation Long-Term Memory, Austin Kernel Sanders

Theses and Dissertations

We investigate the spatial dynamics of a population modeled by a general discrete integrodifference equation incorporating k-generation long-term memory. While classical models rely solely on the im- mediately preceding state to determine population growth and dispersal, introducing multiple past states causes the associated evolution operator to lose compactness. Consequently, standard fixed- point theorems are insufficient to prove the existence of traveling wave solutions. We overcome this difficulty by constructing a time-independent moving frame operator and employing the monotone iteration method. By assuming the fecundity function is locally Lipschitz, bounded, and nondecreasing on a specified interval, and by relaxing continuity requirements …

The Impact Of The Science Of Reading Initiative On Reading Test Scores Among Rural Elementary Students In Arkansas, Julie A. Ferguson

ATU Theses and Dissertations 2021 - Present

This study examines changes in reading achievement among rural elementary students in Arkansas following the statewide implementation of the Science of Reading initiative. Beginning in 2019, Arkansas required educators in kindergarten through sixth grade to receive training in evidence‑based literacy practices emphasizing phonemic awareness, phonics, fluency, vocabulary, and comprehension. Despite these efforts, rural districts continue to face challenges related to staffing, access to professional development, and instructional resources, raising questions about whether statewide reforms have produced measurable improvements in reading outcomes.

Using a quantitative, longitudinal, quasi‑experimental design, this study analyzes ACT Aspire reading assessment data collected from rural Arkansas schools …

2026 Spring Commencement Program: Winona State University, Winona State University

WSU Commencement Programs

This is the Winona State University Spring 2026 commencement program. Commencement was on Thursday, May 7 and Friday, May 8, 2026.

During the Commencement event, a complete list of graduates was provided online. This program was not published during the Commencement event. This digital copy is maintained in the repository for archival purposes.

Table Of Contents

Journal of the South Carolina Academy of Science

No abstract provided.

From Stranger To Self: The Role Of Familiarity In Modulating The N170 And N250 Erp Components, Tabish Gul

Dissertations

This study investigated how varying levels of face familiarity modulate the N170 and N250 event-related potential (ERP) components, two neural markers of face perception and recognition. While the N250 is widely considered familiarity-sensitive, the N170 has traditionally been linked to the structural encoding stage of face perception. However, recent research suggests that face familiarity may also influence N170 amplitude and latency. While most previous studies have compared up to three familiarity levels, the present study examined five levels of familiarity: own face, friend’s face, famous face, experimentally familiar face, and unfamiliar face. Twenty-six participants viewed face images while completing a …

Testing And Qualification Of Low-Voltage Power Supplies For The Atlas Tile Hadronic Calorimeter Phase-Ii Upgrade, Justice A. Jones

2026 Spring Honors Capstones Projects

The High Luminosity upgrade of the Large Hadron Collider (HL-LHC) places increased thermal and operational demands on detector electronics, requiring highly reliable power systems. The ATLAS Tile Hadronic Calorimeter (TileCal) uses low-voltage power supply (LVPS) bricks to power front-end electronics, but these units operate in inaccessible regions, making failures difficult to repair. Therefore, rigorous qualification procedures are essential. This work focuses on improving LVPS reliability through a structured burn-in process. Each unit undergoes pre-burn-in electrical verification using a Single Test Stand (STS), followed by sustained operation under load and elevated temperature, and post-burn-in requalification. Standard cooling conditions limit temperatures to …

Final Practicum Thesis And Portfolio From Accy 421: Professional Development Reviewing The Economic Effects Of Maha Initiatives On Conagra Brands Financial Statements And Studies On Business Professionals, Everett B. Heuer

Honors Theses

The purpose of this paper is to investigate the potential legislative changes brought about by Robert F Kennedy Jr. and the “Make America Healthy Again” campaign to uncover possible financial effects to Conagra Brands’ next fiscal year. This was achieved through research on RFK’s opinions on American food culture from sources such as interviews and Senate confirmation hearings. Findings included disapproval of seed oils and artificial food dyes that could affect Conagra Brands’ subsidiaries. After reviewing Conagra Brands’ 10k for the previous fiscal year as well as mission statements and core values, the team developed multiple plans for Conagra Brands …

Automated Evaluation Of Web Accessibility In Cybersecurity Tools, William Robert Cox

Theses and Dissertations

Screen reader users face significant barriers when using web-based cybersecurity tools, however, the accessibility of these interfaces has received minimal systematic research attention. Existing automated evaluation tools assess Web Content Accessibility Guidelines (WCAG) conformance but do not measure the practical operability of complex and domain-specific interfaces for users of assistive technology. This dissertation presents the Deciphering Interfaces for Your Accessibility (DIYA) framework, an open-source automated auditing framework that evaluates cybersecurity tool web interfaces across eight normalized dimensions: WCAG conformance, Accessible Rich Internet Applications (ARIA) usage, semantic structure, keyboard operability, form accessibility, dynamic content accessibility, interaction cost, and screen reader readiness. …

Exploring The Skills Gap And Implications Of Science Technology Engineering And Mathematics Graduates And Professional Laboratory Staff, Indrajee Wewaliyadda

Dissertations, Theses, and Projects

The noticeable expansion of the biotech and research industries, fueled by increased funding due to the 2019 pandemic (Wallace et al., 2022), which increased the existing skills gap among fresh STEM graduates entering professional laboratories. This study aims to evaluate whether bachelor’s degree holders in biological sciences possess the necessary laboratory competencies to meet professional demands. Utilizing survey methods and Kolb’s experiential learning model (Kolb, 1984), the research examines the extent and implications of the skill deficiencies observed. The study helps to understand the gap in practical laboratory skills among new graduates. Further, results from this work will show the …

Building Preschool Teacher Confidence In Understanding Student Accommodations By Implementing The Multi-Tiered Systems Of Support (Mtss) Framework, Heather Briese

Dissertations, Theses, and Projects

Abstract

The overall goal of this paper is to highlight the crucial role that educators have with student development. Educators' knowledge and the ability to implement High-Leverage Practices (HLPs), Evidence-Based Practices (EBPs), and providing the Mutli-Tiered Systems of Support  (MTSS) are essential for student growth through effective student accommodations. This paper will examine how these practices can be implemented to support students in both academics and socially-emotionally. In order for early childhood educators to be successful in providing student support they need to have a comprehensive understanding of High-Leverage Practices (HLPs), Evidence-Based Practices (EBPs), Mutli-Tiered Systems of Support (MTSS) and …

Re: Conditional Approval Letter For Draft Final 2026 Interim Site-Wide Groundwater Monitoring Quality Assurance Project Plan (Dated May 6, 2026), Emma Rott

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.

The Evolution Of Topological Structures In Climate Networks, Kiera Kelly

Theses

We investigate higher-order interactions in climate networks using topological data analysis (TDA) and analyze their evolution since 1948. Using the correlation between surface air temperature (SAT) anomalies, we define relationships between spatial locations and examine the patterns that emerge over time. We extend the framework of temporal climate networks and apply TDA methods, including persistent homology, curvature analysis, and the Euler characteristic, to identify dynamic structural features. Persistent homology tracks the births and deaths of topological features such as connected components and loops. Curvature quantifies a node’s participation in higher- order structures (cliques), while the Euler characteristic captures global trends …

Examining Data Quality Management Practices In Light Of The Adoption Of Llms And Genai: Closing The Gap Between Iq Theory And Iq Practice, Venant Habamungu

Theses and Dissertations

The rapid adoption of Generative Artificial Intelligence (GenAI) and Large Language Models (LLMs) has intensified longstanding data quality concerns while exposing important gaps in current Data Quality Management (DQM) practice. This dissertation examines whether widely used DQM frameworks sufficiently address semantic data quality dimensions that are critical for trustworthy GenAI and LLM applications. Guided by Information Quality (IQ) theory, particularly the Wang and Strong conceptualization of data quality, the study evaluates selected DQM frameworks used in practice to determine the extent to which they emphasize semantic dimensions such as accuracy, value-added, relevancy, objectivity, reputation, believability, security, and appropriate amount of …

Dissecting The Connection Between Technological Advancement And Environmental Justice Through An International Perspective, Benson H. Le

Honors Theses

This thesis dissects the connection between technological advancement and environmental justice through an international perspective. With modern-day technologies advancing by the day, the implications of these technologies on our environment have been rising as well. This thesis looks to dissect the connection between these two entities, as well as view this connection through an international lens. Countries around the world view this connection very differently, and the way these technologies are implemented within the environment is drastically different based on different international views. This thesis aims to answer the questions about this phenomenon. How do countries around the world view …

The Price To Rent Ratio As An Indicator For Valuation In The U.S. Real Estate Market, Timothy C. Mahaffey

Honors Theses

This thesis investigates the usefulness of the price-to-rent ratio as a primary indicator of housing market valuation within fifteen Metropolitan Statistical Areas that have universities (MSAs). While traditional economic theory suggests that housing prices and rents maintain a stable long-run relationship, recent market volatility has challenged the reliability of this metric. This study utilizes a localized, trend-based analysis to determine the extent to which deviations in the price-to-rent ratio signal genuine market overvaluation or undervaluation.

The empirical results demonstrate a high degree of correlation between ratio deviations and home value trajectories. During the 2021–2022 period, all 15 analyzed cities experienced …

Spaceforge: Spatial Reconstruction For Signal Simulations, Compton Ross

Honors Theses

Signal simulation environments require accurate three dimensional representations of physical spaces, yet current methods for generating these representations, including Light Detection and Ranging (LiDAR) scanning, manual 3D modeling, and commercial photogrammetry, are both costly and time intensive. SpaceForge addresses this gap with a prompt guided pipeline that takes an ordinary indoor photograph and a configurable set of simulation relevant object categories as input and produces a voxelized 3D scene compatible with downstream signal simulation workflows. The pipeline proceeds through five major stages: open set object detection and segmentation, object level preprocessing, single image 3D mesh reconstruction, heuristic pose estimation and …

Belonging, Participation, And Student Success: Evaluating The Academic Impact Of The Biology Mentor Program At The University Of Mississippi, Cole B. Davidson

Honors Theses

This thesis examines whether students’ sense of belonging within the biology department and their participation in the University of Mississippi Biology Mentor Program are associated with success in introductory biology. The project used de-identified departmental survey data and program records collected across multiple semesters in the broader archive from fall 2020 through spring 2025. For the final analyses, course outcome records, mentor attendance records, and survey based belonging records were merged by student code and semester. After removing nonbinary outcome labels and retaining cases with usable belonging data, the analytic sample included 4,299 student-semester records. The primary outcome was a …