Digital Commons Network^™

Llm-Generated Countermeasures For Iot Cyberattacks, James Alger, Michael Tu

Military Cyber Affairs

The rapid expansion of the Internet of Things (IoT) has introduced significant cybersecurity challenges, particularly for resource-constrained devices that traditional intrusion detection systems often fail to protect effectively. This paper proposes a novel, two-phase autonomous security pipeline designed to bridge the gap between probabilistic threat detection and deterministic network enforcement. The framework first utilizes a custom Time Series Transformer (TST) to classify multivariate network traffic and identify specific attack vectors, such as ransomware, SQL injections, and malicious file uploads. In the second phase, an agentic AI layer, comprising a locally hosted Large Language Model (LLM) orchestrated via LangGraph, processes the …

Foreward, Todd Arnold

Military Cyber Affairs

No abstract provided.

Letter From The Director: Mastery In Practice, Joseph Schafer

Military Cyber Affairs

No abstract provided.

Journal Ida 2023 102 4

Journal IDA

The Journal IDA is a peer-reviewed, scientific periodical owned and published by the Indiana Dental Association, a constituent of the American Dental Association.

Journal IDA concentrates on the clinical aspects of dentistry, including case studies and research; practice management and business aspects of dentistry, from start up to transition; and also includes special and regular feature articles.

Journal Ida 2023 102 3

Journal IDA

The Journal IDA is a peer-reviewed, scientific periodical owned and published by the Indiana Dental Association, a constituent of the American Dental Association.

Journal IDA concentrates on the clinical aspects of dentistry, including case studies and research; practice management and business aspects of dentistry, from start up to transition; and also includes special and regular feature articles.

Breaking Free From Gender Norms: Adolescent Constructions Of Femininity Through The Patriarchy And High School Musical, Ina Tolentino

Undercurrents: A Journal of Undergraduate Student Composition

Ina is a double major in nursing and psychology from Elk Grove, CA. Ina “always had trouble embracing myself with the way masculinity and femininity are pitted against each other” and found meaning in writing this essay, as they believe “there’s so much value in painting ourselves however we want … regardless of the expectations of gendered roles.” As a non-binary individual, Ina feels that writing this piece was a healing experience and a reminder to embrace all aspects of who they are. They love reading and writing, which has led to a bedroom flooded with different kinds of books. …

Rage Against The Machine: How Screen Time Is Impairing Our Intelligence And What We Can Do About It, Jillian Steeves

Undercurrents: A Journal of Undergraduate Student Composition

Jillian is a history major from Danvers, MA. Her essay was inspired by an article she read in her composition class about how screens could damage cognitive functioning, and she thinks that “for a lot of people, myself included, overindulgence in tech is increasingly affecting our quality of life.” Jillian noted the irony of a history major writing about a current topic, but she “found there to be a lot of overlap between my history studies and the topic of my essay,” and she was able to “take many of the skills I’ve picked up as a historian — research, …

The Brain, The Block, The Bummed Writer, Karina Silva

Undercurrents: A Journal of Undergraduate Student Composition

Karina is a psychology major with a biology minor from Winthrop, MA. Karina says that writer’s block has “always been an obstacle for me, especially whenever I have to write papers for classes.” She notes that this paper was one of the first that she felt passionate about writing, and she feels that “researching the neurology behind writer’s block” enabled her to “further appreciate the wonders of the brain” and “develop an interest in research surrounding neuroscience and psychology.” Karina is a Brazilian-American who speaks Portuguese as well as English. Her hobbies include drawing, and she notes that art helps …

Fake News’ Negation Of A Useful Education, Vance Naftal

Undercurrents: A Journal of Undergraduate Student Composition

Vance is an international relations Major from Baltimore, MD. Vance chose to write about the negative effects that misleading/false news stories can have on an individual, especially when in college, because he “sees society moving farther and farther away from truth and leaning more into sentiments based on emotions — which is directly at odds with the point of a higher education.” Vance started college at 16 years old. At 17, he decided to take a gap year (which became a gap of 4 years) to enter the workforce. At 21, he found himself yearning to be a part of …

Your Teachers Are Bullshitting You, Kylie Medeiros

Undercurrents: A Journal of Undergraduate Student Composition

Kylie is a biology major from Fairhaven, MA. Because she was specifically told for this assignment that students “couldn’t bullshit this essay,” she was reminded of all the times throughout her academic career when other teachers said things of a similar nature. “Being short on time, and desperately in need of a research topic,” she found that it would be “incredibly ironic to bullshit my paper in the form of a research on the topic of BS itself.” While writing her essay Kylie found it interesting how much creative freedom she was given to research and write about something she …

Moral Punishment, Anna Krasnoslobodtseva

Undercurrents: A Journal of Undergraduate Student Composition

Anna is a biochemistry major from Milton, MA. She decided to write about the prison system and punishment because of conversations about morality during her Composition II class, and because she believes “the prison system in the United States is often discriminatory and does not work toward the rehabilitation of people like it should.” She felt that writing this was “more free than a traditional structured high school essay” and that it “involved a lot of learning, by means of stepping outside of what I am comfortable with writing and exploring new research methods, going to the library, and taking …

What’S In A Name?: A Discussion Of The Nature Of Bilingual Education In The United States, Emma Kennedy

Undercurrents: A Journal of Undergraduate Student Composition

Emma is a Latin American and Iberian Studies major with a minor in Secondary Education from Ipswich, MA. She has always been intrigued by languages, language barriers, and language learning throughout her studies. She was intrigued to “read about people who have the opposite perspective, who oppose multilingual education, and want their children to focus on perfecting their English.” Emma wants to be a teacher, focusing on multilingual students. She feels that her paper’s connection to her career “made the researching and writing process feel more interesting and relevant to her real life.” Emma enjoys reading and uses it as …

Textism And The Shift In English Writing, Alex Der-Kazaryan

Undercurrents: A Journal of Undergraduate Student Composition

Alex is a management major with a concentration in accounting from Belmont, MA. While writing this essay, Alex wanted to investigate “how our writing has evolved over the last thirty years or so.” Noticing a “retraction of socialization from other people,” since we introduced ourselves to new technologies, Alex focused this essay on the common complaint that “texting has only done damage to formal writing.” Alex has also come to enjoy writing as a way of self-expression and writes that it “can now be used in a way that benefits me.” Alex is also a huge history buff and has …

Race And Rhetoric: Examining How The Audience’S Race Creates Rhetorical Constraints And Influences Rhetoric, Quinn Gabrielle Cantor

Undercurrents: A Journal of Undergraduate Student Composition

Quinn is a mathematics major living in Jamaica Plain, MA, but born in the Philippines. Quinn rhetorically analyzes Linda Villarosa’s essay from the 1619 Project by The New York Times by investigating how Villarosa’s “intended audience and purpose ultimately culminated into her published essay.” Quinn says her analysis is supported both by the rhetorical knowledge gained in her Composition I course and by a history class she took in high school that investigated race relations and discrimination. Quinn’s experiences as a student in both the Philippines and the United States has made her “deeply care about the importance of a …

2022 Editor's Introduction, Lauren M. Bowen

Undercurrents: A Journal of Undergraduate Student Composition

No abstract provided.

The Autobiography Of Giambattista Vico, Giambattista Vico

Hannah Arendt Marginalia - All

Ithaca, N.Y., Great Seal Books [1963, ©1944]

Call # : B3583 .V53 1963

Contains marginalia, underlining and notes on p. 241.

PDF Information : 23 Pages, 8.4 MB

From Static Frameworks To Adaptive Evaluation: Piloting An Ai-Powered Evaluation Planner For Media Literacy And Digital Skills Interventions, Natalia Edisherashvili, Marit Puusepp, Leen D'Haenens, Tania Azadi, Łukasz Tomczyk, Gemma Martinez Fernández, Miguel Ángel Casado Del Río, Diego Martinez-Castro

Journal of Media Literacy Education Pre-Prints

Evaluating media literacy and digital skills (ML&DS) interventions remains challenging due to limited methodological capacity, time, and resources. Existing frameworks offer valuable guidance but are static and require expert adaptation. This pilot study tested an AI-powered Evaluation Planner developed within the REMEDIS project to support practitioners in designing feasible, evidence-informed evaluation plans. Using a mixed-methods design, 56 participants from 12 countries assessed the tool’s usability, clarity, and perceived utility after completing the Planner and an online survey. Findings showed high perceived ease of use, cognitive clarity, utility, and multilingual functionality. Associations between clarity, ease of use, and intention to reuse …

Untersuchungen Zum Problem Der Zeit Bei Nietzsche., Joan Stambaugh

Hannah Arendt Marginalia - All

Den Haag, M. Nijhoff, 1959.

Call # : B3318.T5 S7

Contains marginal lining and "Hannah Arendt Bluecher" on front endpaper.

PDF Information : 10.8 MB, 32 Pages

Oswald Spengler, A Critical Estimate, Henry Stuart

Hannah Arendt Marginalia - All

New York : Scribner, 1952.

Call #: B3332.S44 H8

Contains marginalia, endpaper notes, marginal lining and underlining. PDF information: 24 pages - 7.9 MB

Evaluation Of The Phytochemical Components And In Vitro Anti-Inflammatory Activities Of Eucalyptus Camaldulensis, Nwankwo Henry Chukwuebuka, Oladipo Miriam Oluchi, Oladipo Bamidele Fatai, Onmata Gloria Deborah, Agbo Joseph Odeh, Agu, Solomon Tsekohol, Onyeyili Patrick Azubuike

Bulletin of Faculty of Pharmacy Cairo University

Phytochemicals such as alkaloids, flavonoids, and terpenoids are known for their medicinal properties, including anti-inflammatory effects. This study analyzed the phytochemical composition of Eucalyptus camaldulensis leaf extracts and evaluated its’ in vitro anti-inflammatory potential. Leaves of E. camaldulensis were collected, authenticated and extracted using 70% methanol. Qualitative and quantitative phytochemical analyses were performed using standard protocols. Total phenolic content (68.68 ± 0.001 mg/100g), flavonoids (279.62 ± 0.18 mg/100g), alkaloids (82.17 ± 0.76 mg/100g), tannins (22.79 ± 0.03 mg/100g), and terpenoids (8.43 ± 0.03 mg/100g) were quantified. Anti-inflammatory assays included albumin denaturation inhibition (76.33 ± 0.19% at 50 mg/mL), proteinase inhibition …

Dysphagia Risk And Oral Health-Related Quality Of Life Among Community-Dwelling Older Adults And Residents Of Long-Term Care Facilities, Lin-Yang Chi

Articles in Press

No abstract provided.

Held-Through Candidacy: Excluding Sustained-Note Interiors From Grid-Guided Onset Detection By Testing Whether The Previous Note Ever Stopped, Shane Wirkes

Defensive Publications Series

Grid-guided onset detection scores a musician’s timing by asking, at every position of a metronome grid, whether a note began there. On sustained-tone instruments (brass, single-reed, flute) this fails in one specific way: a note held across several grid positions keeps producing spectral change through vibrato, breath and pitch wobble, so its interior is reported as a run of new notes. Every test that reads the sound at the position (spectral flux, prominence, level, spectral sparsity, group delay, linear-prediction residual, pitch) is either inert on this population or removes only a minority of it at a cost in real notes …

Directed Continuity Groups For Fresh-State Multi-Machine Processing, Shivam Mohan

Defensive Publications Series

The present disclosure relates to Directed Continuity Groups for Fresh-State Multi-Machine Processing in distributed computing systems. A processing system for directing related work receives work associated with a relation, derives a relation identifier, and associates the relation identifier with a continuity group having at least two processing nodes during an active continuity interval. The processing system directs state-changing work to an authority node that applies the work to a volatile state representation and generates state-update information identifying an ordering position, while at least one reflected-state node maintains a reflected state representation. Further, the processing system directs subsequent work based on …

Automated Proximity-Based Notifications To Disclose Nearby Media Recording Events, Ryan Geraghty, Alex Finlayson, Sunil Kumar

Defensive Publications Series

Media recording devices such as cameras and microphones can include explicit indicators, e.g., shutter click sound, a blinking light, etc. to inform people when media is being captured. However, such indicators may not be sufficiently prominent and can be inadvertently or deliberately obscured or bypassed through digital or physical tampering. This disclosure describes techniques for automated proximity-based disclosure of media recording status of a device to nearby first-party and third-party devices broadcast using one-way Bluetooth Low Energy (BLE) advertising packets. A recording initiation signal can be used to inform bystander devices within the capture radius whenever a device in the …

Consensus Free Probabilistic Coordination Of Distributed Operational Decisions, Faiz Ahmed, Shubham Shivhare

Defensive Publications Series

The present disclosure provides a method and system for consensus-free probabilistic coordination of operational decisions in a distributed computing environment. A distributed node collects locally observed operational signals and updates a local belief state representing confidence that an operational action should be performed. The distributed node selects a subset of peer nodes and asynchronously exchanges belief information with the selected subset. Received peer belief information is merged with the local belief state using a bounded-influence merge function that limits an influence of an individual peer belief state. The updated belief state is evaluated against one or more configurable thresholds, and …

Cross-Border Settlement Optimization With Quantum-Inspired Planning And Blockchain Governance, Pawan Kumar Jha

Defensive Publications Series

A method of generating and governing a cross-border settlement plan includes receiving, by a processor, a natural language intent specifying settlement parameters for a plurality of cross-border payments; converting, by a generative language model agent, the natural language intent into a structured constraint set having an objective function, a liquidity buffer constraint, and a route failure probability constraint; generating a first settlement plan version based on the structured constraint set; selecting a subset of payments based on an impact metric; encoding the subset as a quadratic unconstrained binary optimization problem; solving the problem using a variational quantum algorithm to obtain …

Semantic-Aware Distributed Replica Orchestration (Sadro), Shubham Shivhare, Thousif Ahmed

Defensive Publications Series

A system and method for "Semantic-Aware Distributed Replica Orchestration" (SADRO) that optimizes inference latency and cache hit rates in large-scale AI deployments. Unlike traditional load balancers, SADRO utilizes a Semantic Router that maps incoming natural language queries to a high-dimensional vector space. Based on the "cluster" or "topic" of the request (e.g., Legal, Coding, Medical), the system identifies or spins up service replicas on hardware nodes containing specialized data-locality (e.g., specialized KV-caches, hot-loaded LoRA adapters, or domain-specific vector database shards). This reduces the "cold start" penalty and maximizes throughput by ensuring high semantic affinity between the request and the local …

The Charter Of Procedural Standing. Mutual Verifiability, Reversibility, And Graduated Trust: A Short Charter For Humans And Ai Systems, Volodymyr Kotegov

Defensive Publications Series

This Charter sets out a framework for the coexistence of humans and artificial intelligence under conditions in which neither side can unilaterally, and with impunity, impose its will on the other. Discussion of the subject usually runs between “AI as a tool” and “AI that disregards humans”; this regime is left out. Procedural standing here means equality of procedure and of recognition under uncertainty, not equality of rights, power, or authority as things stand today. At the present stage all operational power rests with humans and developers, and the Charter does not hide that fact behind symmetrical language of obligation. …

Verifiable Trust: A Practice Guide To Graduated Oversight Of Advanced Ai Systems, Volodymyr Kotegov

Defensive Publications Series

This guide turns the operational core of The Human–AI Charter (Discussion Draft v1.4) into a set of protocols that researchers, evaluators, and engineers can adopt without adopting the Charter's broader positions on moral status, representation, or long-term governance. It contains five protocols and four supporting practices for keeping the oversight of advanced AI systems verifiable: measuring how well verification methods actually detect deviations (VT-1); controlling changes to the parameters that oversight depends on (VT-2); keeping verification data out of training (VT-4); financing and assigning independent evaluators so that findings do not depend on the evaluated party (VT-3); and tying the …

Method, System, And Computer Program Product For Monitoring A Blockchain Network, Libby A. Kurien, William M. Boyce

Defensive Publications Series

The present disclosure provides methods, systems, and computer program products for monitoring a blockchain network. An example method includes: processing electronic payment transactions initiated by payment devices issued by an issuer system associated with a prefunded account including a blockchain address having a balance of digital tokens by: sequentially receiving transaction request messages initiated by payment devices issued by the issuer system; for each transaction:  determining an accumulated authorization amount based on preceding transaction amounts and the corresponding first transaction amount; determining that the accumulated authorization amount does not satisfy a threshold based on the prefunded amount of digital tokens …