Digital Commons Network^™

Utility-Preserving Federated Graph Learning With Dual-Perspective Fairness, Renqiang Luo, Huafei Huang, Shuo Yu, Fengqi Yu, Feng Xia, Sajal K. Das, Chengqi Zhang

Computer Science Faculty Research & Creative Works

Fairness-aware federated graph neural networks (FedGNNs) necessitate consideration of both the server and the clients. However, fairness-aware methods struggle to enhance dual-perspective (i.e., server and clients) fairness without sacrificing utility due to the distributed learning framework. As a consequence, the utility sacrifices of fairness-aware graph learning methods are even exacerbated in federated frameworks. In this work we propose F3GL, a dual-perspective fairness federated graph learning method that enhances both global (for the server) and local fairness (for clients) while preserving utility. Through theoretical analysis, we delineate the similarity between original sensitive features and those after convolution under different spectra. Our …

Feddot: Defending Federated Learning Against Overwhelming Targeted Attacks, Priyesh Ranjan, Ashish Gupta, Federico Coro, Sajal K. Das

Computer Science Faculty Research & Creative Works

Federated Learning (FL), which facilitates collaborative model training and protects users' privacy, has drawn great interest from the research community. With FL, participants train their models on local data and submit the corresponding updates for aggregation to a server. While concealing the identities of the participants, FL may attract adversaries in order to hamper the underlying model. In this paper, we propose an FL framework, FedDOT, to defend against adversaries performing targeted attacks. FedDOT incorporates two powerful defense algorithms, Maximum Spanning Tree based attacker detection (MSTAD) and Densest graph-based attacker detection (Density-AD), which leverage correlation between weight updates and graph …

Dcmm-Transformer: Degree-Corrected Mixed-Membership Attention For Medical Imaging, Huimin Cheng, Xiaowei Yu, Shushan Wu, Luyang Fang, Chao Cao, Jing Zhang, Tianming Liu, Dajiang Zhu, Wenxuan Zhong, Ping Ma

Computer Science Faculty Research & Creative Works

Medical images exhibit latent anatomical groupings, such as organs, tissues, and pathological regions, that standard Vision Transformers (ViTs) fail to exploit. While recent work like SBM-Transformer attempts to incorporate such structures through stochastic binary masking, they suffer from non-differentiability, training instability, and the inability to model complex community structure. We present DCMM-Transformer, a novel ViT architecture for medical image analysis that incorporates a Degree-Corrected Mixed-Membership (DCMM) model as an additive bias in self-attention. Unlike prior approaches that rely on multiplicative masking and binary sampling, our method introduces community structure and degree heterogeneity in a fully differentiable and interpretable manner. Comprehensive …

Characterization Of The Human Thnatomicrobiome By Decomposition Stage Through Bioinformatic And Meta Data Analysis, Ashton C. Laughlin

Biology Theses

Estimating the postmortem interval (PMI) is one of the most crucial factors in forensic death investigations. Recent advances in forensic microbiology have led to increased interest in using the study of the human postmortem microbiome, or “thanatomicrobiome,” to improve PMI estimates. In addition to current PMI estimation techniques, microbial community succession could serve as a valuable tool in estimating PMI. Further research is needed to develop a comprehensive understanding of the human postmortem microbiome. The purpose of this study is to contribute to the expansion of this tool by reviewing the current literature and analyzing previously published data using the …

Adversarial Robustness In Biomedical Time-Series Models, Rohan Tiwari

Bioengineering Theses

This study investigates adversarial vulnerabilities in deep learning models for biomedical time-series classification across two clinically important modalities: electrocardiography (ECG) and electroencephalography (EEG). Using the MIT-BIH Arrhythmia and CHB-MIT seizure datasets, I evaluate time-domain attacks (FGSM, PGD), Fourier-domain constrained attacks, and learned spectral perturbations designed to reveal modality-specific sensitivity patterns. Across both tasks, a consistent trend emerges low-frequency components (0–5 Hz) constitute a dominant axis of adversarial vulnerability, with perturbations in this range producing the steepest degradation in classification performance. In ECG models, protecting the physiologically relevant QRS band (5–20 Hz) significantly improves robustness, whereas EEG models remain highly sensitive …

Impacts Of Offshore Wind Energy Development On The Commercial Sea Scallop Fishery, Sarah Borsetti, Daphne M. Munroe, John M. Klinck, Andrew M. Scheld, Eileen E. Hofmann, Eric N. Powell, David B. Rudders

CCPO Publications

The Atlantic sea scallop (Placopecten magellanicus) fishery on the Northeast U.S. continental shelf generates approximately USD 500 million ex-vessel revenues annually, making it one of the most valuable single species fisheries in the United States. Wind energy development is planned for key areas on the U.S. Mid-Atlantic shelf where the Atlantic sea scallop fishery operates, creating novel challenges in managing trade-offs between traditional users like fisheries and new users like offshore wind energy. An agent-based modeling framework that integrates spatial dynamics in Atlantic sea scallop stock biology, fishing fleet behavior, and federal management decisions, was implemented to investigate …

Drivers Of Phytoplankton Bloom Interannual Variability In The Amundsen And Pine Island Polynyas, Guillaume Liniger, Delphine Lannuzel, Sébastien Moreau, Michael S. Dinniman, Peter G. Stutton

CCPO Publications

The Amundsen Sea Embayment (ASE) experiences both the highest ice shelf melt rates and the highest biological productivity in West Antarctica. Using 19 years of satellite data and modelling output, we investigate the long-term influence of environmental factors on the phytoplankton bloom in the Amundsen Sea (ASP) and Pine Island (PIP) polynyas. We test the prevailing hypothesis that changes in ice shelf melt rate could drive interannual variability in the polynyas' surface chlorophyll-a (chl a) and Net Primary Productivity (NPP). We find that the interannual variability and long-term change in glacial meltwater may play an important role in …

On The Contribution Of The Gulf Stream To High Frequency Coastal Sea Level Variability, Tal Ezer

CCPO Publications

Long-term Atlantic Ocean and Gulf Stream (GS) variability were linked in past studies to coastal sea level (CSL) change along the U.S. East Coast - a weakening GS can lead to rise in CSL and increased coastal flooding. However, high frequency variability (HFV) in CSL is, in most cases, attributed to atmospheric weather events. This study is focused on HFV (intraseasonal variations with periods between similar to 1 week and similar to 2 months) in the GS and in CSL. First, wavelet and spectral analysis of observations of the Florida Current transport and CSL characterized the HFV in the data, …

Ecological Feedbacks In The Earth System, Eugene J. Murphy, Jessica J. Williams, Isla H. Myers-Smith, Vivienne P. Groner, David M. P. Jacoby, Lester Kwiatkowski, Jess Melbourne-Thomas, Emma Ransome, Cristina Banks-Leite, Laurent Bopp, Marion Gehlen, Eileen E. Hofmann, Babette Hoogakker, Nadine M. Johnston, Yadvinder Malhi, Emma L. Cavan

CCPO Publications

Ecological feedbacks are fundamental features of the Earth system, affecting physical processes and chemical cycles. Our understanding of the interactions underlying these feedbacks at different spatial and temporal scales and the extent to which feedbacks affect Earth system functioning remains limited. Climate change and other anthropogenic pressures are already negatively affecting ecological processes in marine, freshwater, and terrestrial ecosystems. These will most likely be amplified in the coming decades under our current warming and socioeconomic pathways. The knock-on impacts on ecological feedbacks have the potential to cause rapid perturbations to the Earth system, and may significantly impact the structure and …

Results Of The Second Ice Shelf-Ocean Model Intercomparison Project (Isomip+), Claire K. Yung, Xylar S. Asay-Davis, Alistair Adcroft, Christopher Y. S. Bull, Jan De Rydt, Michael S. Dinniman, Benjamin K. Galton-Fenzi, Daniel Goldberg, David E. Gwyther, Robert Hallberg, Matthew Harrison, Tore Hattermann, David M. Holland, Denise Holland, Paul R. Holland, James R. Jordan, Nicolas C. Jourdain, Kazuya Kusahara, Gustavo Marques, Pierre Mathiot, Adele K. Morrison, Yoshihiro Nakayama, Olga Sergienko, Robin S. Smith, Alon Stern, Ralph Timmermann, Qin Zhou

CCPO Publications

Ocean-driven basal melting of Antarctic ice shelves plays an important role in the mass loss of the Antarctic Ice Sheet. Ice shelf cavity-resolving ocean models are a valuable tool for understanding ice shelf-ocean interactions and for simulating projections of ice shelf and ocean states under future climate. Designed to assess the current state of ice shelf–ocean modelling, the second Ice Shelf–Ocean Model Intercomparison Project, ISOMIP+, consists of 12 ocean model configurations submitted with a common, idealised experimental setup. Here, we focus on the experiments Ocean0–2 (Asay-Davis et al., 2016), which are ocean models with idealised, static ice …

Basal Melting Variability Of The Ross Ice Shelf From Mixing Ratios Of Simulated Water Masses (1993-2018) And Potential Climatic Drivers, Enrico Pochini, Andrea Bergamasco, Florence Colleoni, Manuel Bensi, Giorgio Budillon, Pasquale Castagno, Michael S. Dinniman, Pierpaolo Falco, Emanuele Forte, Vedrana Kovačević, Stefanie L. Mack

CCPO Publications

Several water masses circulate under the Ross Ice Shelf (RIS), the largest ice shelf in Antarctica, each causing basal melting with a specific spatio-temporal pattern. To investigate these patterns and their variability, we applied a mixing ratio analysis to simulated water masses from a new numerical ocean model of the Ross Sea. The simulation, which was run over 26 years (1993–2018) and which includes the RIS cavity, shows good agreement with seaborne and mooring observations. The total RIS basal melt rate is 90 Gt/yr on average, and is caused mostly by High Salinity Shelf Water (HSSW) (68%), which enters the …

Lessons For Transformative Ocean Science From The Integrated Marine Biosphere Research (Imber) Project, Deborah Santos Prado, Ella-Kari Muhl, Mia Strand, Derek Armitage, Nina Bednaršek, Stephanie Brodie, Christopher Cvitanovic, John Claydon, Sam Dupont, Karen Evans, Alistar Hobday, Eileen Hofmann, Raleigh Hood, Laura Kaikkonen, Dongyan Liu, Jessica Melbourne-Thomas, Franz Mueter, Eugene Murphy, Prateep Kumar Nayak, Alice Newton, Heidi Pethybridge, Carol Robinson, Samiya Selim, Rowan Trebilco, Micaela Trimble, Fang Zuo

CCPO Publications

This paper synthesizes the key contributions and lessons learned from Integrated Marine Biosphere Research (IMBeR), a large-scale global research project aimed at fostering ocean sustainability under global change for the benefit of society. The UN Decade of Ocean Science for Sustainable Development has catalyzed a renewed focus on the importance of transforming ocean science. IMBeR’s global activity over the past decade has focused on promoting transformative science by generating, mobilizing, and communicating the knowledge needed to support ocean governance. Key contributions from IMBeR participants include quantifying and comparing historic and present structure and functioning of linked ocean and human systems, …

Intermittent Versus Continuous Reinforcement: Which Is More Effective For Skill Acquisition In Children With Adhd Using Precision Teaching?, Samantha Pulling

Masters Theses

Children with Attention Deficit Hyperactivity Disorder (ADHD) can experience challenges learning academic skills, possibly because of altered reinforcement and learning processes. Reinforcement is commonly used to support learning and adaptive behavior; however, research examining continuous and intermittent reinforcement schedules for children with ADHD has produced inconsistent findings. Precision Teaching (PT) is a fluency-based, data-driven instructional approach that emphasizes rate and celeration of behavior and has been shown to effectively support academic learning for individuals with ADHD. This study compared the effects of a continuous reinforcement schedule with a small reinforcer and an intermittent reinforcement schedule with a larger reinforcer on …

Risk Factors Of Child Sex Trafficking: A Gender-Based Scoping Review In The U.S. And Cross-Border Contexts, Peyton Forbes

Social Work Theses

Child sex trafficking is a major public health issue affecting the youth population of the United States and internationally. This scoping review examines risk factors on multiple levels including individual, family, community, and macro and digital contexts. A systematic search of databases identified 32 studies meeting inclusion criteria. Findings suggest that individual-level risk includes cumulative exposure to violence and trauma, substance use, mental health and behavioral problems, child welfare and justice involvement, runaway behavior, educational disruption, limited social support, and intersection demographic vulnerabilities (e.g., gender, sexuality, race/ethnicity, disability). Family‑level risk reflects unstable or unsafe home environments characterized by substance use, …

Grading In The Digital Age: Ai Feedback Versus Professor Feedback, Latoya Russell, Andrew Zeisler, Ronald Mickler Jr.

2026 Faculty Bibliography

Feedback is a cornerstone of academic development, particularly in marketing education, where skill development often requires iteration and applied practice. While instructors spend considerable time providing effective feedback, artificial intelligence (AI) tools can significantly reduce this burden by generating timely, tailored responses. For example, AI-based chatbots can supplement instruction, providing students with timely feedback and reducing instructors’ workload. This study examines how marketing students perceive feedback quality based on its source, specifically whether it is delivered by an AI system or a human instructor. Through a scenario-based experiment, we investigate student perceptions of feedback quality and effectiveness based on the …

Wedges: A Microeconomic Perspective On Misallocation, Lauren Falcao Bergquist, Danial Lashkari, Eric Verhoogen

Discussion Papers

This chapter takes stock of what has been learned from the recent micro-development literature about wedges—mechanisms generating dispersion in marginal revenue products of factors across firms, which are commonly interpreted as indicators of misallocation. We present a general theoretical framework that allows us to consider several different types of wedges simultaneously. We argue that it is important to distinguish between between technological wedges, which are present even in the efficient allocation that would be chosen by the social planner, and distortionary wedges, which are present in market equilibrium but not the social planner's allocation. Not all wedges, as we have …

From Weapon To Shield: Risk And Special Intent In South Africa’S Case Against Israel, Heidi Matthews

Articles & Book Chapters

South Africa’s genocide case against Israel at the International Court of Justice is best understood as a mode of judicial self-help, instead of a method of undermining Israel’s sovereignty. The fact that South Africa claims standing – based partly on its own obligation to prevent genocide – has been largely overlooked in scholarly discussions of the case. However, centring this fact allows us to see that it is Israel’s alleged intentional creation of circumstances that give rise to a serious risk of genocide in Gaza that constitutes the core of South Africa’s case. The plausible existence of such a risk …

Economic Development And The Environment, Kelsey Jack, Nicholas Ryan

Discussion Papers

Economic development relies on and transforms the environment. The transformation is evident in the poor environmental quality in many developing countries. For example, air quality in Southeast Asia is three times worse than in the United States, in sub-Saharan Africa four times worse and in South Asia more than six times worse. We model how environmental quality affects health, productivity and well-being and how individuals privately adapt to environmental hazards. We also model how collective action and formal regulation contribute to environmental quality. We draw three main findings from a review of empirical research on these mechanisms. First, individual adaptation …

Skipping The Factory: Service-Led Growth And Structural Transformation In The Developing World, Michael Peters, Youdon Zhang, Fabrizio Zilibotti

Discussion Papers

In today’s developing world, many economies appear to bypass industrialization and transition directly from agriculture to services. The largest rise in service employment has occurred in non-tradable consumer services, such as retail and hospitality, especially in urban areas, where many cities resemble consumer hubs built around local demand. These patterns of growth raise fundamental questions: Can service-led growth sustain improvements in living standards over time? Is service-led growth inherently biased toward affluent urban consumers? What role should policy play? To address these questions, we propose a parsimonious general equilibrium framework that incorporates non-homothetic preferences and locally non-tradable consumer services in …

Development And Integration Of A Liquid Rocket Propulsion System For A High-Power Rocket, Matthew A. Dipofi, Christina Griggy, Jonathan Armbrust, Jackson Frame

Williams Honors College, Honors Research Projects

The goal of this project is to integrate the Stinger liquid rocket engine, a regeneratively cooled LOX/ethanol engine developed by the Akronauts Rocket Design Team, into the Copperhead launch vehicle. The objective is to design, build, and test a complete propulsion system including electronics, software, pressurization, tanks, and instrumentation capable of flight. A key innovation is the electronic pressure regulation system, which replaces mechanical regulators with servo-actuated valves running PID loops for precision and an extra degree of control.

The Stinger engine, under development since Fall 2023, has undergone nine hot-fire tests, with further testing planned to qualify the new …

Audit Fee Spillovers Following Sec Scrutiny: Evidence From Auditor Portfolio Effects, Rakhshaan R. Adamjee

CMC Senior Theses

This paper examines whether audit firms reprice clients that are not under Securities and Exchange Commission (SEC) review when a greater share of the auditor’s other clients face SEC scrutiny. Results indicate economically meaningful pricing spillovers. In the full sample, a ten-percentage-point increase in auditor-level exposure is associated with approximately 2% higher fees for non-scrutinized clients. The effect is stronger for Big Four networks: the Big Four slope is about 3.6% per ten points, and a Big Four only replication yields roughly 8.9%. Among Big Four, measuring exposure at the signing-office level also produces a positive but smaller association (~0.4% …

The Tcja And Shareholder Payouts, Carson T. Bloom

CMC Senior Theses

Abstract

The Tax Cuts and Jobs Act (TCJA) provided corporations an estimated $233 billion in tax savings, yet relatively little is known about how firms allocated this cash windfall. This study examines whether growth and mature firms differed in whether they used these tax savings to distribute dividends and repurchase shares. Using panel data on publicly traded North American firms from 2016–2019, I classify firms as either growth or mature based on their cash-flow patterns and estimate the effects of the TCJA on their behavior using a difference-in-differences design.

The results indicate that mature firms increased shareholder payouts significantly more …

Rethinking Transnational Adjudication: The Normative Foundations Of Institutional Design, Sanctions-Related Arbitration Frameworks, And Digital Recognition Systems, Avaskhan Asanaliyev

SJD Dissertations

This dissertation examines how emerging judicial and dispute resolution architectures can sustain cross-border commerce, investment, and enforcement in the post-Soviet space and beyond, at a time of institutional fragility, geopolitical tension, and rapid digitalization. Drawing on the experience of Kazakhstan, Russia, Ukraine, and key global hubs, it argues that institutional innovation in courts, arbitration, and enforcement mechanisms is central to rebuilding credible governance frameworks for international business. It does so through three interconnected studies that together explore the evolution of modern adjudication: first, through the transplantation of a common law judiciary model within a civil law state; second, through the …

The Role Of Soil In Historical Warfare: A Review, Gian Franco Capra, T. A.R. Nogueira, Cassio Hamilton Abreu-Junior, Arun Dilipkumar Jani, Rafael Barroca Silva, Eleonora Grilli, Alessandro Auzzas, Antonio Ganga

Biology, Agriculture and Chemistry Faculty Publications and Presentations

Soil has played a fundamental yet undervalued role in shaping the fate of historical warfare. While the effects of war on the soil environment have been thoroughly investigated, the impact of soil on military strategies and battle outcomes remains poorly understood. This review aims to: i) explore the multifaceted role of soil in warfare, focusing on its impact on several aspects (mobility, fortifications, camouflage, health, geopolitical strategy, etc.); ii) identify which soil types were usually most associated with conflicts, and iii) how soil features influenced military decision-making. A dataset of over 17,000 recorded battles (1468 BCE–2003) was …

Pork, Parties, And Power: Money Politics In Japanese Political Parties, Maya Maranto

HMC Senior Theses

This thesis examines the proposition that the LDP utilizes money politics more than opposition parties in Japan, which could explain why the LDP has remained largely dominant since 1955. Focusing on the House of Representatives elections in 2017, 2021, and 2024, I analyze eight case studies, examine the University of Tokyo-Asahi Shimbun Elite Candidate Survey covering over 90 percent of candidates, and quantitatively analyze party manifestos. I operationalize money politics as reliance on support organizations, support for infrastructure and agriculture, forestry, and fisheries, and support for regional funding. I find that, all measures taken together, the LDP remains the most …

Blurred Lines: Did Booker Change Federal Sentencing Outcomes?, Hugh Mundy

UIC Law Open Access Faculty Scholarship

No abstract provided.

Editor's Note, Wyoming Law Review Editorial Board

Wyoming Law Review

No abstract provided.

American Loopholes: What Are They, And How Do We Close Them?, Tanner L. Martin

Wyoming Law Review

This Comment examines the existence and impact of alleged loopholes within American gun control laws and explores how these gaps may affect Constitutional rights, legal enforcement, and public safety. In addition to identifying trends in American gun ownership, including patterns of purchasing, possession, and regulatory compliance, this Comment analyzes the current legal standards that determine who is disqualified from owning or possessing a firearm under federal law. These categories include individuals with certain criminal convictions, domestic violence restrictions, or mental health adjudications, and how those legal standards are applied in practice.

Beyond the legal framework, this Comment also considers the …

Fear, Delay, And Preventable Death: Rethinking Wyoming's Legislative Framework To Reduce Barriers In Overdose Emergency Reporting, Shoshana Sangros

Wyoming Law Review

This Comment asks whether Wyoming’s current immunity framework for reporting overdoses truly reduces delays in emergency treatment when distance, weather, and limited emergency medical service (EMS) capacity already regularly extend response times. It proposes that by amending two Wyoming statutes and funding statewide education, the goal of reducing barriers to calling 9-1-1 to report overdoses can be better achieved, and residents better protected. To support these proposed changes, Part II provides a concise account of relevant Wyoming statutory protections. Part III proposes specific amendments that would address the on-the-ground challenges of the Wyoming emergency response system. These adjustments will utilize …

Seek In Cuny Archives, Reign Mcconnell

Publications and Research

SEEK in CUNY Archives is an inclusive research guide to archival materials about the Percy Ellis Sutton Search for Education, Elevation, and Knowledge (SEEK) program, and College Discovery (CD) program available at CUNY archives. The SEEK Program was established within CUNY in 1965 on the pre-baccalaureate level to integrate Black and Puerto Rican students into the CUNY system and expanded to other senior-level colleges in 1966. The program provides students with academic and financial support, as well as tutoring and counseling services. Currently, the SEEK Program is available at twelve of CUNY’s four-year colleges. College Discovery is a two-year program …