Intellectual Property Law Commons^™

Recommended For You Streaming Platform Recommendation Algorithms And Consumer Rights, Margaret Wilson

Canadian Journal of Law and Technology

Streaming platforms are becoming increasingly popular with consumers. In Canada, recent studies have suggested that 55% of Canadians use video streaming services, like Netflix, on a daily basis. Similarly, up to 30% stream audio content daily on platforms like Spotify.6 The federal government has recognized that the broadening use of these technologies creates new challenges for consumer privacy and has proposed updates to consumer privacy laws in Bill C-27. With the dissolution of the 44th Parliament on March 23, 2025, Bill C-27 died on the roll and will not be adopted. As proposed legislation, Bill C-27 signalled the direction of …

Navigating The Shadows: Evaluating Privacy Protections Against Dark Patterns, Matt Gaulton, Dominique Kelly, Dr. Jacquelyn Burkell

Canadian Journal of Law and Technology

Privacy dark patterns are user interface design strategies that manipulate individuals into disclosing personal information or consenting to data practices they may not fully understand or intend. This paper critically evaluates the effectiveness of Canadian, American, and European privacy frameworks — specifically, the Personal Information Protection and Electronic Documents Act (PIPEDA), the California Consumer Privacy Act (CCPA), and the European Union’s General Data Protection Regulation (GDPR) — in addressing the regulatory challenges posed by privacy dark patterns. We argue that PIPEDA is significantly less equipped to counteract such manipulative practices, particularly in comparison to the GDPR and CCPA, due to …

Balancing The Use Of Ai With Canadian Privacy Rights: An Analysis Of Personal Information Collection Through Emerging Ai Tools, Tamie Dolny, Methura Sinnadurai

Canadian Journal of Law and Technology

Biometric information collection through artificial intelligence (AI) is a new, dynamic and exciting technology that also raises significant privacy law considerations for in house and governmental lawyers in Canada. While organizations may be quick to collect personal information using forms of AI technology, these entities should be aware of the legal risk posed by technologies which may violate the Freedom of Information and Protection of Privacy Act (FIPPA)1 and/or the Municipal Freedom of Information and Protection of Privacy Act (MFIPPA),2 especially if users are unaware of, or have not consented to the use of their personal information by the AI …

Considering The Concept Of Law In The Legal Singularity, Matthew Tse

Canadian Journal of Law and Technology

This review article engages with the idea of a ‘‘legal singularity”, which has been developed by Abdi Aidid and Benjamin Alarie in their book, The Legal Singularity: How Artificial Intelligence Can Make Law Radically Better.

The legal singularity describes a legal system in the future that harnesses algorithmic computation to facilitate a ‘‘stable and complete legal order, capable of addressing and resolving practically all types of legal uncertainty in real time and on demand”. Aidid and Alarie believe algorithmic computation will achieve this promise in an interdependent dual process. On one hand, algorithms will structure the law with conceptual standardization. …

The Gap: Addressing The Missing Piece In HawaiʻI’S Anti-Discrimination Laws On Credit And Lending, Wendy Mun

Seattle University Law Review

This author addresses the significant gap in Hawaiʻi’s anti-discrimination laws, specifically the lack of explicit protections for LGBTQ+ individuals against credit and lending discrimination. Although federal laws like the Equal Credit Opportunity Act (ECOA) and recent interpretations by the Consumer Financial Protection Bureau (CFPB) extend some protections, they remain vulnerable to shifting federal priorities and interpretations. The author explores how other states, particularly California and Washington, have enacted robust statutory protections that clearly prohibit credit discrimination based on sexual orientation and gender identity. They argue that Hawaiʻi, despite its large LGBTQ+ population, must amend its credit protection laws to reflect …

Keynote Address: Community Over Constitution, Riddhi Mukhopadhyay

Seattle University Law Review

In this keynote address, Riddhi Mukhopadhyay challenges the veneration of the U.S. Constitution by highlighting its origins in exclusion and its continued failure to protect marginalized communities. Drawing from her experience in civil legal aid and gender justice, she argues that the Constitution was drafted to consolidate power among white, wealthy men and continues to reflect that legacy through racial, gender, and class-based inequities. While acknowledging the significance of constitutional amendments and landmark cases, Mukhopadhyay emphasizes that meaningful change has always come from community-led action, not top-down reform. Additionally, Mukhopadhyay calls on lawyers and legal advocates to center community, practice …

The Lost Child: A Critique On Transracial Adoption Rhetoric, Hallie Conyers-Tucker

Seattle University Law Review

Transracial adoption in the United States reflects a deeply rooted history of colonialism, cultural assimilation, and racial hierarchy, masked by rhetoric focused on the “best interest of the child.” The author critiques that rhetoric and traces how adoption practices and policies, both domestic and international, have evolved to reinforce systemic inequities. Through historical analysis of the forced adoption of Native American, Black, and Asian children, it reveals how the best interest standard has been wielded not to protect children but to uphold political and racial ideologies. The author argues that the prevailing adoption framework relies on child-saving and color-blind narratives …

A Global Reconstruction: Black Internationalism And The Human Rights Regime, Britta Redwood

Seattle University Law Review

Black American advocates for civil, political, and economic rights have long taken an internationalist approach and fostered connections with international organizations and transnational movements. This engagement has also been a generative force and played role in shaping international law. Beginning in the early years of the twentieth century, Black intellectuals and leaders, spearheaded by the NAACP and the UNIA, focused on human rights as a means for addressing and repairing the harms wrought by slavery, Jim Crow, and racism. From the Paris Peace Conference of 1919 through the Universal Declaration of Human Rights, the Genocide Convention, and the drafting of …

Can The Law Protect My Craft? How Gaps In Copyright Of Knitting Patterns Symbolize A Greater Struggle For Protecting Traditionally Feminine Forms Of Intellectual Property, Kysa Walzer

Seattle University Law Review

The purpose of this article is to demonstrate the application of intel-lectual property rights within the context of copyright protection of knit-ting patterns. The article will discuss the underutilization of copyright pro-tection for knitters and crafters and its larger impact upon craft and indus-try traditionally comprised of women. Part I introduces knitting patterns and a short history of copyright protections. Part II discusses the specific areas within knitting patterns and the knitting community which give rise to legal grey areas for copyright protection. Part III discusses the larger implications of copyright and intellectual property in spaces where women traditionally make …

A New Exclusionary Rule To Protect Bodily Integrity And Discourage Pretext Stops, Josephine Ross

Seattle University Law Review

The author proposes a novel state-level exclusionary rule to reduce racial profiling and protect bodily autonomy during police encounters. The current Fourth Amendment jurisprudence fails to deter pretextual stops and frisks because the exclusionary rule often turns on officer fault and "good faith," allowing racially motivated practices to go unchecked. As federal rollbacks on diversity and data collection hinder efforts to track racial bias, the author argues for a statutory evidentiary rule that automatically excludes drug evidence found during (1) traffic stops, (2) pat-downs for weapons, and (3) consent searches, regardless of an officer’s intent or the legality of the …

Navahine V. HawaiʻI Dept. Of Transportation: The Keiki Will Lead Us, Catherine Smith

Seattle University Law Review

The author analyzes the landmark case Navahine v. Hawaiʻi Department of Transportation, which culminated in the world’s first constitutional climate settlement. Catherine Smith, serving as an expert for the youth plaintiffs, situates the case within Hawaiʻi’s legal tradition of prioritizing children’s rights and intergenerational equity. She explores the evolution of children’s constitutional protections, contrasting Hawaiʻi’s progressive jurisprudence with the dominant adult-centric legal framework on the mainland. She critiques four recurring analytical missteps in U.S. courts that marginalize children’s interests and highlights Hawaiʻi’s public trust doctrine and cultural values, such as the Aloha Spirit, as models for addressing climate-related harms. …

Something Concrete: How Labor Advocates Can Best Respond To The Ambiguity Of Glacier Northwest, Ateş Serifsoy

Seattle University Law Review

The Supreme Court’s much-anticipated decision in Glacier North-west, Inc. v. International Brotherhood of Teamsters Local No. 174 (Glacier) marked a critical moment for workers’ rights under the National Labor Relations Act (NLRA) and the longstanding practice of Garmon preemption. Yet, initial fears of a significant rollback of workers’ rights, driven by sensational headlines, were met with an unexpectedly narrow Court opinion. This Comment examines Glacier’s implications for Gar-mon preemption and the right to strike. It offers the historical background of the doctrine of labor law preemption before Glacier; presents a detailed analysis of Glacier itself, including its …

Table Of Contents

Seattle University Law Review

Table of Contents

Volume 48 Masthead

Seattle University Law Review

Volume 48 Masthead

Constitutional Futurism As Pedagogy, Jeremiah Chin

Seattle University Law Review

Constitutional Law has transformed from a course on history to a discussion of current events. Cases like Students for Fair Admissions v. Harvard College, Dobbs v. Jackson Women’s Health Organization, and Loper Bright Enterprises v. Raimondo reveal that the study of constitutional law is not a static, or even linear, discussion of constitutional text and history. Law is a shifting, changing enterprise that reflects social constructions of power, authority, and identity. How do we teach, learn, and understand constitutional law that is so laden with history, riddled with theories of consistency and adherence to precedent, but ultimately subject …

The U.S. Drug Policy Hamster Wheel: A Critical Discourse Analysis Of Seattle’S New Drug Ordinance, Hallie Conyers-Tucker

Seattle University Law Review

The author critically examines Seattle’s new drug ordinance using Critical Discourse Analysis (CDA) to reveal how legislative language influences the policy's actual effect. Although the ordinance claims to prioritize diversion and community health, the use of permissive language such as “may” and “shall” grants broad discretionary power to law enforcement and undermines the stated intent. The author situates the ordinance within a broader historical context, highlighting how drug policy in the United States has consistently been shaped by racialized and stigmatizing narratives. Additionally, the author argues that meaningful reform requires reframing the discourse around substance use to support public health …

Stolen Humanity On Display: Lacking Legislation For Human Remains In U.S. Museums, Sarah M. Fassio

Washington Journal of Law, Technology & Arts

In museums across the United States, displays of human remains are not rarities. Yet few attendees stop to consider the provenance behind those once-living parts of our ancestors. To do so, one would have to contend with an unpleasant history rife with scientific racism and graverobbing for the personal collections of society’s upper crust. Considering the origins of such displays reveals that the labels and names attached to human remains in museums often serve more to alienate them from their humanity than they do to connect or contextualize.

Legal regulations pertaining to displayed human remains are piecemeal. There are federal …

Precise Operations, Imprecise Laws: How Nebulous Laws Wreak Havoc In Outer Space, Matthew H. Ormsbee, Harine Raaj

Washington Journal of Law, Technology & Arts

As space operations advance with unprecedented precision, the laws governing these activities remain outdated, vague, and incapable of addressing contemporary challenges. The Outer Space Treaty (OST) and the Liability Convention, drafted in the Cold War era, fail to adequately define fundamental terms such as damage, fault, and compensation. This lack of legal precision creates significant liability gaps, particularly as space debris, mega-constellations, and private-sector actors reshape the space landscape. This article explores how these ambiguities hinder legal predictability and fair compensation for victims of space-related harm. By analyzing real-world space incidents, including the Cosmos 954 reentry, the Iridium-Cosmos collision, and …

Redefining Child Pornography In An Age Of Technological Advancement: The Concept Of Avoidable Harm, Debra D. Burke, Christopher N. Doval

Washington Journal of Law, Technology & Arts

In 2020, Netflix released on its streaming service the movie Cuties, a coming-of-age story about an 11-year-old Senegalese immigrant who joined a dance group. The film is a commentary against the hyper-sexualization of children and the pressure young girls face from social media and society and received a director’s award at the Sundance Film Festival. Its release, however, kicked off a culture war, prompting a movement to cancel Netflix subscriptions in response to the film’s sexually provocative imagery of young girls. The movie’s award-winning director defended the film’s message, explaining that the film was her own story, struggling as a …

Tailoring The Law: Protecting Fashion In The Future, Imaad Huda

Washington Journal of Law, Technology & Arts

This article identifies how the current legal system in the United States harms fashion designers and the art they produce. It explains how fashion as an industry lacks a system of law that best fits the issues posed by design theft due to fast fashion. Fast fashion companies, through modern technology, are able to reproduce stolen designs with haste. Currently, there are a few notable cases that have spawned from design theft, but their verdicts may be limited in their ability to change policy or raise significant legal issues. This article analyzes both current federal enforcement mechanisms and design practices …

Ai And The Erosion Of Law’S Moral Authority, Joseph Avery

BYU Law Review

Over the past decade, artificial intelligence (AI) has begun to assist, augment, and influence judicial and legislative work. At the end of 2023, U.S. Supreme Court Chief Justice John Roberts was “confident” that technological changes would continue to transform the common law and that judicial work would “be significantly affected by AI.”

In the legislative realm, there are AI tools devoted exclusively to drafting statutes, and the use of AI by members of the U.S. Congress is now officially sanctioned. These developments have led to a focus on technical and performance-related issues with AI, including those of accuracy and reliability, …

Director, Military Cyber Institute, Joseph Schafer

Military Cyber Affairs

No abstract provided.

Throughput Of Ascon Compared With Popular Iot Encryption Algorithms, Mitchel R. Harvey (Ryan), Andrew M. Kaiser, Garrett W. Hoiness

Military Cyber Affairs

No abstract provided.

Anomaly Detection Of Network Layer Attacks Against Cyber Physical Systems Using Machine Learning And Deep Learning Techniques, James Alger, Michael Tu

Military Cyber Affairs

This research paper presents the analysis of using machine learning and deep learning algorithms on detecting anomalous network traffic in Cyber-Physical Systems (CPS). Using a real PLC CPS-based system, normal and anomalous network traffic will be captured using Wireshark. The research analyzes a DDoS attack. The focus of the research is to identify the most effective feature combinations and evaluate them on ML and DL models. The emphasis is on enhancing detection strategies rather than exploiting device vulnerabilities. The detection of network attacks often involves handling a vast array of high-level features. Previous studies (Li & Chasaki, 2022) apply machine …

Characterizing Caldera’S Cyber Attack Emulation Capabilities, Caleb Chang, Matthew Cao, Kenyou Teoh, Ekzhin Ear, Shouhuai Xu

Military Cyber Affairs

Autonomous cyber attack emulation can aid cyber defenders to identify and remediate cyber risks. MITRE’s Caldera software is the state-of-the-practice for automated attack emulation. Yet, it has not been systematically analyzed, putting its performance and effectiveness into question. This paper systematically characterizes Caldera’s architecture, abilities and use cases, and assesses its strengths and weaknesses. It draws useful insights, such as: Caldera excels in stealthy access and execution tactics to pilfer data against Windows operating systems. It also discusses two directions for Caldera improvement: module-level automation and end-to-end attack emulation.

The Digital Battlefield: Safeguarding Military Drones Against Cyberattacks, Jason Ashong, Arun Venkitanarayanan, Benjamin Yankson

Military Cyber Affairs

The Internet of Battlefield Things (IoBT) is an advanced network of interconnected devices that significantly enhance military operations through real-time data exchange and situational awareness. While IoBT offers tactical advantages like improved surveillance, reconnaissance, and operational effectiveness, it also introduces substantial cybersecurity risks. Adversaries can exploit vulnerabilities within these networks, potentially compromising mission integrity and national security. This research examines the cybersecurity measures of commercial drone controllers and their correlation with military devices. It aims to enhance future vulnerability assessments with advanced tools and approaches to better secure critical military operations. The study highlights the need for robust security architectures …

Using Blockchain Technology To Help Secure America's Defense Critical Infrastructure, Vimal Buck, Aerin Krebs, Brynn Hillard, Jakob Gerha, Joseph Lutma, Srikar Maduposu, Ted Allen

Military Cyber Affairs

Critical water infrastructure in the United States faces increasing cybersecurity threats from state-sponsored actors, with potentially devastating consequences for national security, economic stability, and public health. (Cybersecurity and Infrastructure Security Agency, 2025). This infrastructure supports defense critical assets and is actively being targeted by various state-sponsored hacking groups, which poses a major concern for civilians and military alike. K. Herath (personal communication, February 24, 2025) reported being aware of two attacks on Ohio water systems during his tenure as Cybersecurity Strategic Advisor to Ohio Governor Mike DeWine.

Water is essential to everyday life and defense and presents as a high-value …

Network And Multipath Traceroute Visualization, Cameron Makowski

Military Cyber Affairs

TraceCam introduces a new paradigm in network path analysis, leveraging GPU-accelerated WebGL visualization, advanced traceroute integrations, and AI-driven insights to transform complex routing data into actionable intelligence. Early prototypes have demonstrated significant improvements in performance, clarity, and multi-path discovery, overcoming traditional limitations in traceroute analysis. By incorporating retrieval-augmented language models and enriched metadata sources like IPinfo.io, TraceCam enables automated anomaly detection, contextual explanations, and rapid root-cause analysis, enhancing operational efficiency. The platform’s architecture ensures scalability and adaptability, supporting deeper investigations and real-time situational awareness. Future development will focus on clustering-based anomaly detection, expanded geographic visualizations, and enhanced AI-generated analysis to …

Quantifying Adversary Military Forces’ Susceptibility To Cognitive Attacks, Bonnie Rushing, Cole Nelson, Shouhuai Xu, Christofer “Raven” O’Keefe, Olga Karpoyan

Military Cyber Affairs

This paper introduces a method to quantify international populations’ susceptibility to cyber cognitive attacks using press freedom and media trust metrics. We present the Cognitive Influence Calculator, a tool that estimates susceptibility (𝑆) based on Press Freedom Scores (PFS) and media trust levels. Findings show that while authoritarian regimes are harder to reach, successful cognitive attacks have greater impacts due to higher trust in state-controlled narratives. Using U.S. wargaming data and international trust metrics, we compute susceptibility scores for the U.S., Russia, China, Iran, and North Korea. Results show an inverse relationship between PFS and media susceptibility, with local/allied …

Forward, Amy Hamilton

Military Cyber Affairs

No abstract provided.