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Using Digital Twins To Protect Biomanufacturing From Cyberattacks, Brenden Fraser-Hevlin, Alec W. Schuler, B. Arda Gozen, Bernard J. Van Wie 2024 Washington State University

Using Digital Twins To Protect Biomanufacturing From Cyberattacks, Brenden Fraser-Hevlin, Alec W. Schuler, B. Arda Gozen, Bernard J. Van Wie

Military Cyber Affairs

Understanding of the intersection of cyber vulnerabilities and bioprocess regulation is critical with the rise of artificial intelligence and machine learning in manufacturing. We detail a case study in which we model cyberattacks on network-mediated signals from a novel bioreactor, where it is important to control medium feed rates to maintain cell proliferation. We use a digital twin counterpart reactor to compare glucose and oxygen sensor signals from the bioreactor to predictions from a kinetic growth model, allowing discernment of faulty sensors from hacked signals. Our results demonstrate a successful biomanufacturing cyberattack detection system based on fundamental process control principles.


Characterizing Advanced Persistent Threats Through The Lens Of Cyber Attack Flows, Logan Zeien, Caleb Chang, LTC Ekzhin Ear, Dr. Shouhuai Xu 2024 University of Colorado, Colorado Springs (UCCS)

Characterizing Advanced Persistent Threats Through The Lens Of Cyber Attack Flows, Logan Zeien, Caleb Chang, Ltc Ekzhin Ear, Dr. Shouhuai Xu

Military Cyber Affairs

Effective cyber defense must build upon a deep understanding of real-world cyberattacks to guide the design and deployment of appropriate defensive measures against current and future attacks. In this abridged paper (of which the full paper is available online), we present important concepts for understanding Advanced Persistent Threats (APTs), our methodology to characterize APTs through the lens of attack flows, and a detailed case study of APT28 that demonstrates our method’s viability to draw useful insights. This paper makes three technical contributions. First, we propose a novel method of constructing attack flows to describe APTs. This abstraction allows technical audiences, …


Securing The Void: Assessing The Dynamic Threat Landscape Of Space, Brianna Bace, Dr. Unal Tatar 2024 University at Albany

Securing The Void: Assessing The Dynamic Threat Landscape Of Space, Brianna Bace, Dr. Unal Tatar

Military Cyber Affairs

Outer space is a strategic and multifaceted domain that is a crossroads for political, military, and economic interests. From a defense perspective, the U.S. military and intelligence community rely heavily on satellite networks to meet national security objectives and execute military operations and intelligence gathering. This paper examines the evolving threat landscape of the space sector, encompassing natural and man-made perils, emphasizing the rise of cyber threats and the complexity introduced by dual-use technology and commercialization. It also explores the implications for security and resilience, advocating for collaborative efforts among international organizations, governments, and industry to safeguard the space sector.


Commercial Enablers Of China’S Cyber-Intelligence And Information Operations, Ethan Mansour, Victor Mukora 2024 Virginia Tech

Commercial Enablers Of China’S Cyber-Intelligence And Information Operations, Ethan Mansour, Victor Mukora

Military Cyber Affairs

In a globally commercialized information environment, China uses evolving commercial enabler networks to position and project its goals. They do this through cyber, intelligence, and information operations. This paper breaks down the types of commercial enablers and how they are used operationally. It will also address the CCP's strategy to gather and influence foreign and domestic populations throughout cyberspace. Finally, we conclude with recommendations for mitigating the influence of PRC commercial enablers.


Compounding Inequities Through Drug Ip And Unfair Competition, Shweta Kumar 2024 Georgetown University Law Center

Compounding Inequities Through Drug Ip And Unfair Competition, Shweta Kumar

IPIPC Papers & Reports

In 2024, the United States experienced its worst drug shortage in over a decade—more than 300 drugs are in shortage, leaving patients without access to lifesaving medicines. Luckily, drug manufacturers are not the only source of drugs. Through drug compounding, licensed pharmacists can create medications that are not commercially available due to discontinuations, shortages, or other supply chain issues. The recent slew of severe drug shortages has forced patients and physicians to rely on compounding pharmacies to make critical drugs for patients—particularly vulnerable patient populations, including pediatric, disabled, and transgender patients—such as mixed amphetamine salts (sold as Adderall), semaglutide (sold …


Train Or Restrain? Using International Perspectives To Inform The American Fair Use Analysis Of Copyright In Generative Artificial Intelligence Training, Serena Lightstone 2024 Northwestern Pritzker School of Law

Train Or Restrain? Using International Perspectives To Inform The American Fair Use Analysis Of Copyright In Generative Artificial Intelligence Training, Serena Lightstone

Northwestern Journal of International Law & Business

The rise of generative artificial intelligence (“AI”) has brought questions regarding the permissibility of using copyrighted materials in training generative AI systems around the globe. This article examines whether such use constitutes infringement under the American fair use doctrine, drawing insights from the regulatory approaches of the European Union (EU) and Japan.

Ultimately, this article advocates for United States courts to recognize the permissibility of using copyrighted materials in training generative AI models, rejecting the EU’s rights-holder-centric approach, and going beyond Japan’s limited-permissibility solution. Through a detailed four-factor fair use analysis, this article demonstrates that training generative AI on copyrighted …


Future Market Blueprints: Harnessing Artificial Intelligence In A World Wired For Wonder, David Temprano 2024 Northwestern Pritzker School of Law

Future Market Blueprints: Harnessing Artificial Intelligence In A World Wired For Wonder, David Temprano

Northwestern Journal of International Law & Business

George, Jane, and the gang from The Jetsons promised us the dream to soar with flying cars. Well, we move forward with self-driving cars. Robot maids? Well, we got a handy dandy Roomba. The Turn-off-the-Boss Button? Well, we have screen share toggling and the mute button. What each of these examples has in common is artificial intelligence (AI). According to some estimates, AI and its innovation have the potential to boost the global economy by trillions of dollars a year, revolutionizing society in the process. In this process comes progress, but also worry and questions, law and intervention, along with …


Music Borrowing And Copyright Law: A Genre-By-Genre Analysis, Hannah Rosborough 2024 Dalhousie University Schulich School of Law

Music Borrowing And Copyright Law: A Genre-By-Genre Analysis, Hannah Rosborough

Articles, Book Chapters, & Popular Press

Edited by Enrico Bonadio and Chen Wei Zhu, Music Borrowing and Copyright Law: A Genre-by-Genre Analysis confronts the valuable task of addressing the following points of significance: First, the relationship between copyright law and music borrowing is dynamic. Second, copyright and music borrowing have most often been considered and centred around a Western perspective. Third, there is a concern that copyright may stifle creativity in the music space. And fourth, the relationship between copyright law and music requires a fulsome review to better understand the borrowing norms and practices of musicians.

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Music Borrowing and Copyright Law: A Genre-by-Genre Analysis …


Minor Exploitation And Regulatory Shortfalls: Safeguarding Children’S Data In The Age Of Modern Technology, Kaylee Lahti 2024 University of Nebraska at Omaha

Minor Exploitation And Regulatory Shortfalls: Safeguarding Children’S Data In The Age Of Modern Technology, Kaylee Lahti

Theses/Capstones/Creative Projects

This paper looks into the issue of minors in the era of social media and seeks to answer the question: how can regulations help to protect children’s privacy in the age of social networks? To do this, this paper will start by exploring the privacy issues that have arisen amongst minors in the modern age and the lack of accountability for social networking companies. It will then look at the current regulations related to this issue and see where these regulations have fallen short. Next, possible regulatory solutions to this issue will be explored, including looking at current laws that …


Intellectual Property Rights: Examining Outdated Laws, Monopolies, Manipulation, And The Need For Modernization, Maggie Moles 2024 University of Arkansas, Fayetteville

Intellectual Property Rights: Examining Outdated Laws, Monopolies, Manipulation, And The Need For Modernization, Maggie Moles

Economics Undergraduate Honors Theses

This thesis critically examines the shortcomings of current intellectual property (IP) laws in the face of rapid technological advancement and evolving digital landscapes. It argues that while IP laws were intended to incentivize innovation, protect creators' rights, and foster fair competition, they often fall short of these goals in practice. Through an analysis of various case studies and real-world examples, the thesis demonstrates how outdated IP laws can hinder progress, stifle creativity, and impede access to knowledge and resources, particularly in industries heavily reliant on patents and copyrights.

Furthermore, the thesis explores alternative models and proposals for reform, including open …


De-Escalating The United States-China Trade War Using A Global Conflict Resolution Methodology Framework, Angelina Kapp 2024 University of San Diego

De-Escalating The United States-China Trade War Using A Global Conflict Resolution Methodology Framework, Angelina Kapp

Undergraduate Honors Theses

How can the United States and China collaboratively de-escalate their current trade relationship using a conflict resolution methodology to foster economic growth and foreign investor confidence in the evolving landscape of global trade? This paper will serve as a guide to those wanting to gain a comprehensive understanding of the macroeconomic causes and impacts of the contentious trade war between the U.S. and China. The year 2018 can be attributed to the start of the war when then-President Donald Trump implemented tariffs on Chinese goods and products. These back-and-forth financial and economic measures have been continually imposed to this day …


Gene Patents: Striking The Right Balance Between Incentive And Innovation, Josh Saul 2024 Fordham University School of Law

Gene Patents: Striking The Right Balance Between Incentive And Innovation, Josh Saul

Fordham Law Review

The U.S. Supreme Court held human genes to be unpatentable subject matter in Association for Molecular Pathology v. Myriad Genetics, Inc. The implications from this decision were, and to a large extent still are, unclear. However, in the decade since this decision, a number of studies have begun to shed light on the fallout of Myriad. This Note examines such studies and finds that they suggest a decline in investment and innovation in the biotech industry. In order to promote research and innovation in the field of genetics, this Note then advocates for legislative action to reestablish the …


Copyright & Modding In The Modern Gamespace, Josephine Railston 2024 Chapman University

Copyright & Modding In The Modern Gamespace, Josephine Railston

Student Scholar Symposium Abstracts and Posters

In the modern gamespace, modding has become an excellent opportunity for video game enthusiasts to express their creativity and love for a game; but what happens when that passion is stifled by a major company? My poster presentation will examine the ethics behind modding and ROM hacking, from both the perspectives of major video game corporations as well as their fanbase at large. We will analyze this issue using the case study of Pokémon Prism, a Pokémon Crystal ROM hack, which was canceled days prior to its release following a cease and desist by Nintendo. More specifically, we will investigate …


A New Approach To Patent Reform, Janet Freilich, Michael J. Meurer, Mark Schankerman, Florian Schuett 2024 Boston University School of Law

A New Approach To Patent Reform, Janet Freilich, Michael J. Meurer, Mark Schankerman, Florian Schuett

Faculty Scholarship

Scholars and policy makers have tried for years to solve the tenacious and harmful crisis of low quality, erroneously granted patents. Far from resolving the problem, these determined efforts have resulted in hundreds of conflicting policy proposals, failed Congressional bills, and no way to evaluate the policies’ value or impact or to decide between the overwhelming multiplicity of policies.

This Article provides not only new solutions, but a new approach for designing and assessing policies both in patent law and legal systems more generally. We introduce a formal economic model of the patent system that differs from existing scholarship because …


Are Researchers Citing Their Data? A Case Study From The U.S. Geological Survey, Grace C. Donovan, Madison L. Langseth 2024 United States Geological Survey

Are Researchers Citing Their Data? A Case Study From The U.S. Geological Survey, Grace C. Donovan, Madison L. Langseth

Copyright, Fair Use, Scholarly Communication, etc.

Data citation promotes accessibility and discoverability of data through measures carried out by researchers, publishers, repositories, and the scientific community. This paper examines how a data citation workflow has been implemented by the United States Geological Survey (USGS) by evaluating publication and data linkages. Two different methods were used to identify data citations: examining publication structural metadata and examining the full text of the publication. A growing number of USGS researchers are complying with publisher data sharing policies aimed to capture data citation information in a standardized way within associated publications. However, inconsistencies in how data citation information is documented …


Cerveza Cristal: A Copyright Loophole In A Beer Ad From 2003?, Sebastian Saavedra Irarrazaball 2024 Cardozo Arts & Entertainment Law Journal

Cerveza Cristal: A Copyright Loophole In A Beer Ad From 2003?, Sebastian Saavedra Irarrazaball

Cardozo Arts & Entertainment Law Journal (AELJ) Blog

The internet stumbled onto a ready-made meme last month in the form of 20-year-old beer commercials from South America1. Back in 2003, a Chilean advertising agency decided to elevate the art of product placement. Their canvas: a planned broadcast of the original trilogy of Star Wars during a primetime slot on the second most popular national channel. DVDs were in their commercial infancy in the country, VHS tapes were available, but not everywhere. There was a guaranteed, captive audience.

This post was originally published on the Cardozo Arts & Entertainment Law Journal website on April 30, 2024. The original post …


Beyond Patents: Incentive Strategies For Ocean Plastic Remediation Technologies, Jacob Stotser 2024 Duke Law

Beyond Patents: Incentive Strategies For Ocean Plastic Remediation Technologies, Jacob Stotser

Duke Law & Technology Review

With a garbage truck’s worth of plastic being dumped in the ocean each minute, there is a dire need for effective technological solutions aimed at mitigating the marine plastic pollution problem. However, the reliance of the U.S. patent system on market demand to incentivize this type of innovation has proven insufficient in light of the peculiarities of “green” technologies. To remedy this, this article proposes a multi-faceted incentivization approach that looks beyond the U.S. Patent and Trademark Office to stimulate the development of remediation technologies through comprehensive regulatory interventions, the establishment of prize funds and other alternative incentive mechanisms, and …


Fanfiction Flicks: Dissecting The Expected Legal Ramifications Of Harry Styles Homages On The Big Screen, Aydan Urias 2024 Cardozo Arts & Entertainment Law Journal

Fanfiction Flicks: Dissecting The Expected Legal Ramifications Of Harry Styles Homages On The Big Screen, Aydan Urias

Cardozo Arts & Entertainment Law Journal (AELJ) Blog

When the trailer for the highly anticipated Amazon Prime film The Idea of You debuted on YouTube in March 2024, viewers were captivated by the striking resemblance between the main character, Hayes Campbell, portrayed by Nicholas Galitzine, and the renowned former British One Direction member, Harry Styles. The film is based on the novel The Idea of You by author Robinne Lee. In a 2017 interview, Lee admitted to beginning the novel after seeing a YouTube video of the boy band One Direction and stated that she was specifically inspired by the personal life of Harry Styles.

This post was …


The Impact Of The “Misclassification” Of Employees As Independent Contractors On New York City’S Performing Arts Institutions And Gig-Based Performers, Katie Sigety 2024 Cardozo Arts & Entertainment Law Journal

The Impact Of The “Misclassification” Of Employees As Independent Contractors On New York City’S Performing Arts Institutions And Gig-Based Performers, Katie Sigety

Cardozo Arts & Entertainment Law Journal (AELJ) Blog

During the height of the COVID-19 pandemic, the Coronavirus Aid, Relief, and Economic Security Act (“CARES Act”) made it possible for independent contractors to access unemployment benefits, or “Pandemic Unemployment Assistance” (“PUA”), for the first time. This created a new awareness for how many gig-based performing artists were considered independent contractors. In the wake of the PUA program expiration in 2021, the DOL identified 425,000 fraudulent unemployment benefit claims filed, totaling $5.5 billion, during the COVID-19 pandemic. The fraudulent claims were filed using the real identities of individuals who were not employed, which were likely stolen during previous data breaches …


Tennessee Legislature Declares That The Human Voice Will Remain ‘The King’ In Nashville, Ryan Bickett 2024 Cardozo Arts & Entertainment Law Journal

Tennessee Legislature Declares That The Human Voice Will Remain ‘The King’ In Nashville, Ryan Bickett

Cardozo Arts & Entertainment Law Journal (AELJ) Blog

Last month, Tennessee broke legal ground by passing the Ensuring Likeness Voice and Image Security, or “ELVIS,” Act. This law amends the state’s existing publicity laws to include protections for an individual’s voice in general as well as specifically against artificial intelligence (AI) impersonation. The statute defines a voice as “a sound in a medium that is readily identifiable and attributable to a particular individual, regardless of whether the sound contains the actual voice or a simulation of the voice of the individual.” This standard shows a statutory expansion of legal protections for voices that blossomed with major cases in …


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