Digital Commons Network^™

Beyond Anomaly Detection: Classifying Attacker Automation Level From Ssh Honeypot Behavioral Signatures, Ashley Alt

Theses

The proliferation of AI-assisted offensive tools has introduced a new category of cyber attacker that combines the speed of automation with the adaptive reasoning previously associated only with skilled human operators. Despite the richness of behavioral data captured by SSH honeypots, existing analyses treat interaction logs primarily as evidence of malicious activity rather than as a dataset capable of distinguishing between attacker types. This thesis investigates whether human-driven, traditionally automated, and AI-assisted attackers produce distinguishable behavioral signatures within SSH honeypot interactions, and whether machine learning techniques can reliably classify attacker behavior from session-level features. A controlled experimental architecture was developed …

Cognitive Digital Twin Operating System Forwayfinding In Vertical Smart Cities, Basil Adel Ismail Basbous

Theses

Vertically complex urban environments impose elevated spatial cognitive load on pedestrians, a  demand that static wayfinding infrastructure is structurally incapable of addressing. Smart cities  currently lack a formal cognitive navigation operating layer for managing pedestrian movement in  multi-level urban systems. This research introduces and evaluates a Cognitive Digital Twin  Operating System (Cognitive OS) — a city-scale adaptive navigation infrastructure integrating  Digital Twin environmental modelling, AI-driven route optimisation, real-time crowd intelligence,  and spatially embedded adaptive guidance to predict, manage, and reduce spatial cognitive load in  vertically complex environments. The study deploys AI-mediated human behavioral persona simulation as an independent methodological  contribution. …

Smokejumper Magazine, April 2026, National Smokejumper Association

Smokejumper and Static Line Magazines

This issue of the National Smokejumper Association (NSA) Smokejumper Magazine, contains the following articles:

Message from the President; What Would Life Be Without Electricity?; "Mighty Mouse": How a Man I Never Met Helped Me Shatter the Glass Ceiling; Richard Kathe and His Incredible Unforgettable Slogan; Smokejumpers and Healthcare; The War on Rural America; Mann Gulch: The Mother of All Wildland Fatality Fire Cover-Ups; My Friend Larry Cravens; I Must Have Done Something Right; Warren Downs Got His Dream Job Then the Magic Happened; The "Woos"--Matthew D. Woosley; 2025 NSA Scholarship & Educational/Training Grant Awardees; A Memory of Mark Motes; Sounding …

Cryptogatekeepers As A Response To Conflicts Of Interest In Decentralized Finance, Vanessa Villanueva Collao

Northwestern Journal of Technology and Intellectual Property

Decentralized Finance (DeFi) emerged with the promise of eliminating traditional financial intermediaries and hierarchies, replacing them with trustless, automated, and decentralized systems. However, the reality of DeFi governance shows that disintermediation does not eliminate conflicts of interest or the need for trust. Cryptoenterprises—financial Decentralized Autonomous Organizations (DAOs)—operate without conventional governance structures such as boards of directors or managerial oversight, relying instead on code-based mechanisms. This absence of internal governance frameworks creates fertile ground for misaligned incentives, governance opacity, and unchecked internal controls, ultimately exacerbating conflicts between insiders (cryptopromoters) and investors (cryptoasset holders).

This Article examines the emerging role of cryptogatekeepers: …

Artificial Intelligence In The Insurance Industry And Bad Faith Risk, Mary E. Borja, Edward J. Currie Jr., Lorelie Masters

Connecticut Insurance Law Journal

No abstract provided.

April 2026, Maloney Library, Fordham University School Of Law

Maloney Matters

No abstract provided.

An Ethics Conundrum: What Am I? Coverage Counsel Or Claim Investigator Or Both?, Neil B. Posner

Connecticut Insurance Law Journal

No abstract provided.

Next-Generation Democratic Cyber Statecraft - Balancing The Signal: Shutdown Shocks And Democratic Digital Governance, Scott M. Di Panni

School of Public Policy Capstones

This paper develops Next-Generation Democratic Cyber Statecraft (NG-DCS), a unified strategic doctrine for democratic governments to contest the cognitive domain against authoritarian adversaries. Drawing on twenty-six years of cross-national panel data (1999–2024) spanning 213 countries, game-theoretic modeling, and qualitative case analysis, the paper establishes three interconnected empirical and theoretical foundations. First, cross-national OLS regression across 160+ countries demonstrates that regime type is the dominant structural determinant of internet freedom (R²=0.615, β=2.513, p< 0.001), explaining more than twice the variance attributable to per-capita wealth (R²=0.268). Democratic governance, not economic development, produces open digital environments. Second, a two-way fixed effects (TWFE) difference-in-differences study exploiting government-ordered internet shutdowns as discrete policy interventions finds that digital restrictions causally degrade V-Dem governance quality by 0.21–0.38 standard deviations (p< 0.001 across all specifications). Treatment effects are immediate (β=−0.302 at k=0) and persist through five post-treatment years (β=−0.246 at k=+5), indicating structural rather than transitory governance damage. Parallel trends validation (p=0.352) and Callaway–Sant’Anna heterogeneity-robust estimation (ATT=−0.230, SE=0.077) support causal identification. Instrumental variable triangulation (2SLS β=−0.949, p=0.005) confirms that simultaneity was attenuating, not inflating, the primary estimates. Third, formal game-theoretic analysis reveals that the current U.S.–adversary equilibrium is (Restrain, Escalate)—the risk-dominant but Pareto-inferior outcome of a Stag Hunt structure. China, Russia, North Korea, and Venezuela each occupy structurally distinct positions (Stackelberg commitment, asymmetric two-level, autarky, and reactive trigger, respectively), requiring differentiated doctrinal responses rather than a uniform strategic playbook. Generative AI and algorithmic governance are shown to accelerate cognitive vulnerability by collapsing influence operation costs and exploiting engagement-optimized platform architectures that systematically degrade deliberative capacity in democratic populations.

Navigating Faith, Race, And Belonging: A Qualitative Study Of Students Of Color At A Private Christian University, Eunice Hong

Growth: The Journal of the Association for Christians in Student Development

No abstract provided.

Full Issue, Corey Ross, Eunice Hong, Steve Beers, Andrew Degroot, Rebecca Crowder, William Buhrow, Aundrea Paxton, Hannah Acquaye, Jacob Banks

Growth: The Journal of the Association for Christians in Student Development

No abstract provided.

The Hidden Power Of Citizenship: Political Identity In The Twilight Zone Of Equal Protection, Charles J. Anderson

Indiana Law Journal

More than half a century ago, in the landmark case of Graham v. Richardson, the Supreme Court held that the Equal Protection Clause of the Fourteenth Amendment prohibits state-level blanket exclusions of noncitizens. That case ushered in a new rule: State classifications based on alienage are “inherently suspect” and subject to strict scrutiny. But Graham’s rule has a major exception. Just a few years after Graham was decided, the Court upheld several state laws excluding noncitizens from working as police officers, public school teachers, and probation officers. So was created what would later be termed “political function” doctrine. …

Information Law Pluralism, Hannah Bloch-Wehba

Indiana Law Journal

Information-intensive activities are reshaping political, social, and economic institutions. As they respond to these shifts, legislators and regulators are embracing information as a regulatory device for tech. Far from limiting themselves to public disclosure, consumer notice, and other traditional mechanisms of fostering transparency and information flows, however, legislators are using other, more nuanced tools to incentivize regulated entities to obtain, generate, and share information.

This Article maps the landscape of the emerging information-based regimes for regulating tech and assesses their conceptual and practical implications. It canvasses an extensive set of recently enacted laws regulating the information economy and shows that, …

Rethinking Objectivity: The Problem Of Pretext In The Fourth Amendment, Monu S. Bedi

Indiana Law Journal

Pretextual encounters continue to erode the legitimacy of the Supreme Court’s Fourth Amendment jurisprudence. Simply put, a police officer can act on personal bias or animus as long as the search or seizure is deemed “objectively reasonable.” Numerous scholars (e.g., Bennett Capers, Gabriel Chin, and David Harris) have critiqued this objective standard, contending it perpetuates discriminatory practices, particularly against communities of color. The late Justice Ruth Bader Ginsburg herself suggested that the Court might need to reconsider the legal precedent she helped establish. More recently, Orin Kerr has also argued that the Court’s reliance on objective determinations is inconsistent with …

The Addison C. Harris Lecture: Intellectual Diversity Mandates And The Freedom To Teach, Keith E. Whittington

Indiana Law Journal

This Essay provides the first examination of the Indiana Senate Bill 202, which was adopted into law in the spring of 2024. The new law imposes an “intellectual diversity” mandate on public university classroom teaching in the state. The law is novel in its approach but is part of a larger movement to intercede in what is taught in university classrooms. The intellectual diversity mandate raises difficult and unexamined conceptual, normative, and practical problems that will now demand attention from university officials in Indiana and that might soon confront university administrators in other states across the country if the Indiana …

The Plight Of Workers: Alj Independence In Arkansas Workers’ Compensation, P. Brock Hatfield

Indiana Law Journal

“Unfortunately, many of the changes made by this act were necessary because administrative law judges, the Workers’ Compensation Commission, and the Arkansas courts have continually broadened the scope and eroded the purpose of the workers’ compensation statutes of this state. . . . In the future, if [changes must be made to Arkansas workers’ compensation law], those things shall be addressed by the General Assembly and should not be done by administrative law judges, the Workers’ Compensation Commission, or the courts.”¹It would be hard to imagine a blunter statement of purpose to undermine the independence of administrative law …

Encampments And Property Law, Terry Skolnik

Indiana Law Journal

Although encampments have become increasingly common, they remain under-theorized, especially in the field of property law. Homeless encampments are ubiquitous in many cities. Social movements—such as Occupy Wall Street, the Freedom Convoy Movement, and college campus protests related to the war in Gaza—involve encampments that aim to catalyze social change. Yet surprisingly, legal scholars have devoted relatively little attention to encampments. This is a major oversight. Encampments matter for a range of moral, philosophical, and legal reasons that are hiding in plain sight and generate important theoretical and practical consequences that require deeper scrutiny.

This Article aims to fill this …

Representation In Removal Proceedings, Emily Ryo, Ian Peacock, Weston Ley, Christopher Levesque

Indiana Law Journal

Millions of immigrants in the United States are facing threats of mass deportation under the second Trump Administration. At the same time, the Administration has sought to end federal programs aimed at providing basic information and guidance to immigrants in removal proceedings. In addition, large numbers of immigration judges have been fired from immigration courts that already face massive backlogs. Amidst these upheavals, deportation defense lawyers have come to occupy a more central role than ever in ensuring fairness and due process in immigration courts. Are certain groups of immigrants more likely to obtain legal representation than others? Among those …

Systemically Valuable Transaction Costs, Mitchell C. Johnston

Indiana Law Journal

Ronald Coase’s famous theorem tells us that in a world without transaction costs, legal entitlements would be distributed efficiently. It is often treated as a corollary of the Coase Theorem that reductions in transaction costs generate increases in welfare as barriers to efficiency-increasing transactions fall. To be sure, not all voluntary transactions are efficiency increasing (for example, some transactions create negative externalities). In such cases, scholars have noted that transaction costs may inhibit socially inefficient transactions. But the situation is more complex. Drawing on ideas from systems theory, this Article advances a more complete theory of when transaction costs support …

The Nondiscrimination Principle, Zephyr Teachout

Fordham Law Review

No abstract provided.

Backlash: How Racial Justice In Higher Education Is Being Trumped By Politics, Aaron N. Taylor

AccessLex Institute Research

This article discusses contemporary social and political backlash to racial justice and how it has overshadowed and flouted higher education antidiscrimination law and principles of racial justice. The first three parts chart the evolution of U.S. Supreme Court precedent in higher education affirmative action cases. Part I interrogates the Court’s fallacious detachment of affirmative action from its racial justice origins in Defunis and Bakke. Part II discusses how the Grutter majority tacitly departed from Bakke, using the vague concept of critical mass to seemingly empower schools to engage in affirmative action as a racial justice tool. Part III explains how …

People's Upr Written Record: Compiled By The International Human Rights Clinic At The University Of Illinois Chicago School Of Law And The Human Rights At Home Litigation Clinic At The Saint Louis University School Of Law, Sarah Dávila A., Lauren E. Bartlett

Faculty White Papers

This written record compiles the lived experiences of directly impacted persons. Directly impacted persons include people who have personally faced the conditions, policies, or practices documented in this written record in the United States and who have chosen to share their testimonies. The testimonies in this written record include those provided in-person, via video recording, which have been transcribed, or in writing. Testimonies are presented anonymously with ▊ sign as names and identifiable information has been redacted. Their accounts provide first-hand evidence of how these human rights issues operate in practice, offering essential context and depth that cannot be captured …

The Offshore Origins Of Regulatory Arbitrage, Ian J. Murray

William & Mary Business Law Review

Especially since the 2007–08 financial crisis, commentators have seized on the term “regulatory arbitrage” to describe a sprawling range of strategic compliance behavior spanning diverse sectors of the contemporary economy. Despite the term’s prevalence, there is scant agreement on the scope of activities it describes. To some, it has become a catch-all for legal avoidance from time immemorial. Such an expansive understanding obscures the context that led the term to acquire salience and fosters a fatalist view that all regulation is futile. Resisting this trend, this Article answers calls to situate regulatory arbitrage in a richer socio-historical context. Tracing the …

If Life Were Only As Our First Encounter, Yixiao Zhang

MFA in Visual Art

This thesis examines how contemporary portrait painting extends beyond the representation of physical appearance toward the construction of collective memory, history, cultural identity, and mechanisms of seeing. Using staged, photo-based portraits as a point of departure, my work engages both Eastern and Western traditions to produce new autoethnographic narratives. Rethinking the significance of portraiture today, this paper considers what persists and what has shifted over time. It argues that portrait painting is no longer merely a representation of an individual; rather, like a literary text, it functions as a signifier shaped by both the moment of its production and the …

State Ramps And Church Stairs: The History Of Disability In The Reformed Church In America, Jett Haveman

Honors Projects

This is a paper detailing the history of the RCA and the disability community. It attempts to make a broader claim about what the Christian Church as a whole could do better and has historically fallen behind at. Since 1978, the evolution of the RCAs relationship with people with disabilities has followed a distinctive pattern, as despite a theological mandate to care for the marginalized, the RCA has rarely pioneered social or legal inclusion. Instead, it has largely mirrored the pace of the United States government, often waiting for secular civil rights milestones to provide the framework and pressure for …

Trade Liberalization Under Safta And Bimstec: Evidence From A Cge-Gtap Case Study Of A Small Open Economy, Gita Bhushal, Pankaj Lal

Department of Earth and Environmental Studies Faculty Scholarship and Creative Works

Regional trade liberalization via preferential agreements increasingly shapes economic outcomes in small open economies embedded in overlapping regional frameworks. This study evaluates the short-run economy-wide effects of tariff and non-tariff measure (NTM) reforms under the South Asian Free Trade Area (SAFTA) and the Bay of Bengal Initiative for Multi-Sectoral Technical and Economic Cooperation (BIMSTEC) using a Computable General Equilibrium (CGE) model calibrated to the GTAP 10 database. Gravity-based estimates of ad valorem equivalents (AVEs) of NTMs are integrated into the CGE framework, enabling explicit modeling of regulatory barriers alongside tariff reductions. Policy simulations examine scenarios involving a 90 percent tariff …

Watch Me Watch: Reaction Videos As A Social Form Of Online Video Engagement, Rodney Okyere, Carlos Augusto Bautista Isaza, Jaehoon Pyon, Ihudiya Finda Ogbonnaya-Ogburu, Shuo Niu, Sang Wong Lee

Computer Science

Reaction videos (RVs) are surging in popularity, emerging as a distinctive facet of participatory culture on modern social video-sharing platforms such as YouTube, TikTok, and Twitch. This study aims to explore not only the motivations and engagement patterns of viewers towards RVs, but also the underlying nature of the virality and community-building phenomena that this sub-genre of video content fosters. We conducted 16 semi-structured interviews with individuals who identified as regular viewers of reaction videos to gain a deeper understanding of how they discover reaction videos (RQ1), the values that drive their motivations for viewing RVs (RQ2), and the ways …

Electronic Book Acquisition Strategies In Academic Libraries: A Review Of The Literature, Rachel E. Scott, Michael A. Arthur

Faculty and Staff Publications – Milner Library

Electronic book (e-book) acquisition models have evolved over the decades they have been available to library customers. This review leverages findings from scholarly literature to document the proliferation and evolution of e-book acquisitions models, their strengths and weaknesses in various contexts, and their role in the collection development strategies of academic libraries. From firm orders and subscription packages to demand-driven and evidence-based acquisitions, engagement with e-book acquisitions models varies considerably based on factors such as library budget and staffing, institutional curriculum and programs, consortial affiliations, support for textbook affordability initiatives, and COVID-19 responses. The findings from this literature review suggest …

Anth 322: Anthropology Of Borderlands (Syllabus), Jennifer R. Guzmán Ph.D.

School of Arts & Sciences

This syllabus was developed by SUNY Geneseo Professor Jennifer Guzmán during the spring 2026 semester.

Course Learning Objectives

By participating in this course, you will:

• Gain familiarity with anthropological literature concerning borders, migration, immigration enforcement, and the U.S.-Mexico border
• Explore historical and current immigration policies and their impacts on communities across the borderlands and throughout the Americas
• Learn from people directly affected by migration, including migrants and others who live in the borderlands, and with advocates for migrant justice
• Build connections with people and organizations that are working on humanitarian and migrant justice issues.
• Think critically and intersectionally about solutions …

Congressional Reform Project, Hanna Brant Ph.D.

School of Arts & Sciences

This assignment was developed by SUNY Geneseo Professor Hanna Brant during the spring 2026 semester.

Learning Objectives

• Describe and analyze the legislative process of the United State’s Congress;
• Identify the internal and external factors that influence legislative behavior;
• Critically analyze arguments concerning the appropriate role and powers of the legislature;
• Interpret social science research on the behavior of legislators;
• Evaluate policy strategies for advancing a legislative agenda; and
• Collaborate and communicate with peers on contemporary legislative issues and challenges.

Math 242: Elements Of Probability And Statistics (Syllabus), Ahmad Almomani Ph.D.

School of Arts & Sciences

This syllabus was developed by SUNY Geneseo Professor Ahmad Almomani during the spring 2026 semester.

Course Objectives:

Upon successful completion of Math 242, R/Elements of Probability and Statistics, a student will be able to: 

• Organize, present and interpret statistical data, both numerically and graphically; 
• Use various methods to compute the probabilities of events; 
• Analyze and interpret statistical data using appropriate probability distributions, e.g. binomial and normal. 
• Apply central limit theorem to describe inferences; 
• Construct and interpret confidence intervals to estimate means, standard deviations and proportions for populations; 
• Perform parameter testing techniques, including single and multi-sample tests for means, standard deviations …