Intellectual Property Law Commons^™

Clearing Opacity Through Machine Learning, Arti K. Rai, W. Nicholson Price Ii

Faculty Scholarship

Artificial intelligence and machine learning represent powerful tools in many fields, ranging from criminal justice to human biology to climate change. Part of the power of these tools arises from their ability to make predictions and glean useful information about complex real-world systems without the need to understand the workings of those systems.

But these machine-learning tools are often as opaque as the underlying systems, whether because they are complex, nonintuitive, deliberately kept secret, or a synergistic combination of those three factors. A burgeoning literature addresses challenges arising from the opacity of machine-learning systems. This literature has largely focused on …

Mark Of The Devil: The University As Brand Bully, James Boyle, Jennifer Jenkins

Faculty Scholarship

In recent years, universities have been accused in news stories of becoming “trademark bullies,” entities that use their trademarks to harass and intimidate beyond what the law can reasonably be interpreted to allow. Universities have also intensified efforts to gain expansive new marks. The Ohio State University’s attempt to trademark the word “the” is probably the most notorious. There has also been criticism of universities’ attempts to use their trademarks to police clearly legal speech about their activities. But beyond provocative anecdotes, how can one assess whether a particular university is truly bullying, since there are entirely legitimate reasons for …

Drugs, Patents, And Well-Being, Christopher Buccafusco, Jonathan S. Masur

Faculty Scholarship

The ultimate end of patent law should be to spur innovations that improve human welfare-innovations that make people better off. But firms will only invest resources in developing patentable inventions that will allow them to make money-that is, inventions that people will want to use and buy. This can gravely distort the types of incentives that firms face and the types of inventions they pursue. Nowhere is this truer than in the pharmaceutical field There is by now substantial evidence that treatments for diseases that primarily afflict poorer people-including the citizens of developing nations-are dramatically underproduced, compared with drugs that …

Do Patent Law Suits Target Invalid Patents?, Michael Frakes, Melissa F. Wasserman

Faculty Scholarship

One objective of the patent litigation system is to screen meritorious from non-meritorious patents and invalidate the latter. While much of this screening may occur at trial, some amount of targeting may take place at the time of the filing of the suit itself. In this chapter, we assess the targeting efficiency of the patent litigation system at this earlier filing stage. Should the system indeed screen at this stage, one would predict a higher likelihood of patent lawsuits among a set of patents with weaker underlying validity relative to a set of patents with stronger underlying validity. In prior …

Accountability, Secrecy, And Innovation In Ai-Enabled Clinical Decision Software, Arti K. Rai, Isha Sharma, Christina Silcox

Faculty Scholarship

This article employs analytical and empirical tools to dissect the complex relationship between secrecy, accountability, and innovation incentives in clinical decision software enabled by machine learning (ML-CD). Although secrecy can provide incentives for innovation, it can also diminish the ability of third parties to adjudicate risk and benefit responsibly. Our first aim is descriptive. We address how the interrelated regimes of intellectual property law, Food and Drug Administration (FDA) regulation, and tort liability are currently shaping information flow and innovation incentives. We find that developers regard secrecy over training data and details of the trained model as central to competitive …

Copyright Exceptions Across Borders: Implementing The Marrakesh Treaty, Laurence R. Helfer, Molly K. Land, Ruth L. Okediji

Faculty Scholarship

This article reviews state ratification and implementation of the Marrakesh Treaty since its conclusion in 2013. We find that most states have adhered closely to the Treaty’s text, thus creating a de facto global template of exceptions and limitations that has increasingly enabled individuals with print disabilities, libraries and schools to create accessible format copies and share them across borders. The article argues that the Marrakesh Treaty’s core innovation—mandatory exceptions to copyright to promote public welfare—together with consultations with a diverse range of stakeholders, may offer a model for harmonising human rights and IP in other contexts.

Disability And Design, Christopher Buccafusco

Faculty Scholarship

When scholars contemplate the legal tools available to policymakers for encouraging innovation, they primarily think about patents. If they are keeping up with the most recent literature, they may also consider grants, prizes, and taxes as means to increase the supply of innovation. But the innovation policy toolkit is substantially deeper than that. To demonstrate its depth, this Article explores the evolution of designs that help people with disabilities access the world around them. From artificial limbs to the modern wheelchair and the reshaping of the built environment, a variety of legal doctrines have influenced, for better and for worse, …

How Conceptual Art Challenges Copyright's Notions Of Authorial Control And Creativity, Christopher Buccafusco

Faculty Scholarship

No abstract provided.

The Trump Administration’S Social Security Rules Will Harm Innovation In The Assistive Technology Industry And People With Disabilities, Christopher Buccafusco, Mariel Talmage

Faculty Scholarship

No abstract provided.

Implementing Ethics Into Artificial Intelligence: A Contribution, From A Legal Perspective, To The Development Of An Ai Governance Regime, Axel Walz, Kay Firth-Butterfield

Duke Law & Technology Review

The increasing use of AI and autonomous systems will have revolutionary impacts on society. Despite many benefits, AI and autonomous systems involve considerable risks that need to be managed. Minimizing these risks will emphasize the respective benefits while at the same time protecting the ethical values defined by fundamental rights and basic constitutional principles, thereby preserving a human centric society. This Article advocates for the need to conduct in-depth risk-benefit-assessments with regard to the use of AI and autonomous systems. This Article points out major concerns in relation to AI and autonomous systems such as likely job losses, causation of …

Dancing On The Grave Of Copyright?, Anupam Chander, Madhavi Sunder

Duke Law & Technology Review

No abstract provided.

Selling Wine Without Bottles: The Economy Of Mind On The Global Net, John Perry Barlow

Duke Law & Technology Review

No abstract provided.

Imaginary Bottles, Jessica Litman

Duke Law & Technology Review

No abstract provided.

The Enigma Of Digitized Property A Tribute To John Perry Barlow, Pamela Samuelson, Kathryn Hashimoto

Duke Law & Technology Review

No abstract provided.

The Past And Future Of The Internet: A Symposium For John Perry Barlow

Duke Law & Technology Review

No abstract provided.

Machine Learning At The Patent Office: Lessons For Patents And Administrative Law, Arti K. Rai

Faculty Scholarship

The empirical data indicate that a relatively small increment of additional U.S. Patent and Trademark Office (“Patent Office” or “USPTO”) investment in prior art search at the initial examination stage could be a cost-effective mechanism for improving accuracy in the patent system. This contribution argues that machine learning provides a promising arena for such investment. Notably, the use of machine learning in patent examination does not raise the same potent concerns about individual rights and discrimination that it raises in other areas of administrative and judicial process. To be sure, even an apparently easy case like prior art search at …

Irrational Ignorance At The Patent Office, Michael D. Frakes, Melissa F. Wasserman

Faculty Scholarship

There is widespread belief that the Patent Office issues too many bad patents that impose significant harms on society. At first glance, the solution to the patent quality crisis seems straightforward: give patent examiners more time to review applications so they grant patents only to those inventions that deserve them. Yet the answer to the harms of invalid patents may not be that easy. It is possible that the Patent Office is, as Mark Lemley famously wrote, “rationally ignorant.” In Rational Ignorance at the Patent Office, Lemley argued that because so few patents are economically significant, it makes sense to …

Patent Trial And Appeal Board's Consistency-Enhancing Function, Michael D. Frakes, Melissa F. Wasserman

Faculty Scholarship

Agency heads, who have the primary responsibility for setting an agency's policy preferences, have a variety of tools by which they attempt to minimize the discretion of their staff officials in an effort to ensure agency policy preferences are consistently applied. One such mechanism is subjecting agency official's determinations to higher-level agency review. While scholars have long surmised that judges seek to minimize reversal of their decisions by a higher-level court, how agency officials' decisions are influenced by higher-level agency reconsideration has mostly eluded analysis.

In this Essay, we begin to fill this gap by examining the extent to which …

Brief Of Public Law Scholars As Amici Curiae In Support Of Petitioners, Chris Dove, Ernest A. Young

Faculty Scholarship

No abstract provided.

The Design Patent Bar: An Occupational Licensing Failure, Christopher Buccafusco, Jeanne C. Curtis

Faculty Scholarship

Although any attorney can represent clients with complex property, tax, or administrative issues, only a certain class of attorneys can assist with obtaining and challenging patents before the United States Patent & Trademark Office (PTO). Only those who are members of the PTO 's patent bar can prosecute patents, and eligibility for the patent bar is only available to people with substantial scientific or engineering credentials. However much sense the eligibility rules make for utility patents-those based on novel scientific or technical inventions-they are completely irrational when applied to design patents-those based on ornamental or aesthetic industrial design. Nevertheless, the …

Fixing The Design Patent Bar: New Opportunities For Federal Lawyers, Christopher Buccafusco, Jeanne C. Curtis

Faculty Scholarship

No abstract provided.

Regulating Data As Property: A New Construct For Moving Forward, Jeffrey Ritter, Anna Mayer

Duke Law & Technology Review

The global community urgently needs precise, clear rules that define ownership of data and express the attendant rights to license, transfer, use, modify, and destroy digital information assets. In response, this article proposes a new approach for regulating data as an entirely new class of property. Recently, European and Asian public officials and industries have called for data ownership principles to be developed, above and beyond current privacy and data protection laws. In addition, official policy guidances and legal proposals have been published that offer to accelerate realization of a property rights structure for digital information. But how can ownership …

Live Sports Virtual Reality Broadcasts: Copyright And Other Protections, Marie Hopkins

Duke Law & Technology Review

As virtual reality rapidly progresses, broadcasts are able to increasingly mimic the experience of actually attending a game. As the technology advances and the viewer can freely move about the game and virtual reality can simulate the in-stadium attendance, the virtual reality broadcast nears the point where the broadcast is indistinguishable from the underlying game. Thus, novel copyright protection issues arise regarding the ability to protect the experience through copyright. Although normal broadcasts may be copyrighted, virtual reality broadcasts of live sports could lack protection under the Copyright Act because the elements of originality, authorship, and fixation are harder to …

Why The Nagoya Protocol To The Cbd Matters To Science And Industry In Canada And The United States, Jerome H. Reichman

Faculty Scholarship

No abstract provided.

Will Delaware Be Different? An Empirical Study Of Tc Heartland And The Shift To Defendant Choice Of Venue, Ofer Eldar, Neel U. Sukhatme

Faculty Scholarship

Why do some venues evolve into litigation havens while others do not? Venues might compete for litigation for various reasons, such as enhancing their judges’ prestige and increasing revenues for the local bar. This competition is framed by the party that chooses the venue. Whether plaintiffs or defendants primarily choose venue is crucial because, we argue, the two scenarios are not symmetrical.

The Supreme Court’s recent decision in TC Heartland v. Kraft Foods illustrates this dynamic. There, the Court effectively shifted venue choice in many patent infringement cases from plaintiffs to corporate defendants. We use TC Heartland to empirically measure …

Reframing Intellectual Property Rights With Fewer Distortions Of The Trade Paradigm, Jerome H. Reichman

Faculty Scholarship

No abstract provided.

Preserving Film Preservation From The Right Of Publicity, Christopher J. Buccafusco, Jared Vasconcellos Grubow, Ian J. Postman

Faculty Scholarship

No abstract provided.

Embryos As Patients? Medical Provider Duties In The Age Of Crispr/Cas9, G. Edward Powell Iii

Duke Law & Technology Review

The CRISPR/Cas9 genome engineering platform is the first method of gene editing that could potentially be used to treat genetic disorders in human embryos. No past therapies, genetic or otherwise, have been intended or used to treat disorders in existent embryos. Past procedures performed on embryos have exclusively involved creation and implantation (e.g., in-vitro fertilization) or screening and selection of already-healthy embryos (e.g., preimplantation genetic diagnosis). A CRISPR/Cas9 treatment would evade medical malpractice law due to the early stage of the intervention and the fact that it is not a treatment for the mother. In most jurisdictions, medical professionals owe …

The Licensing Function Of Patent Intermediaries, John E. Dubiansky

Duke Law & Technology Review

The contemporary patent marketplace is a complex ecosystem comprised of innovators and manufacturers who are often connected by a varied group of intermediaries. While there are a variety of intermediary business models—such as patent assertion entities and defensive aggregators—each facilitates a variant of a similar licensing transaction, connecting a set of patents held by a patent owner with a product or service offered by a prospective licensee. One explanation for the prevalence of intermediaries is that they engage in practices tantamount to arbitrage, acquiring patents and then licensing them at a profit because they enjoy greater success in patent litigation …

Seeking Rights, Not Rent: How Litigation Finance Can Help Break Music Copyright's Precedent Gridlock, Glenn E. Chappell

Duke Law & Technology Review

Since its inception, litigation finance has steadily grown in prevalence and popularity in the United States. While many scholars have examined its merits, few have considered litigation finance specifically in the context of copyright law. This is most unfortunate, for there, a vicious cycle has taken hold: high litigation costs discourage many market participants from taking cases to trial or summary judgment in order to vindicate their legal rights, even when they have strong cases. Thus, parties settle almost every case, which in turn prevents resolution of longstanding precedential questions in critical areas of copyright law. The legal uncertainty resulting …