AI-enhanced Collective Intelligence: The State of the Art and Prospects


Paper by Hao Cui and Taha Yasseri: “The current societal challenges exceed the capacity of human individual or collective effort alone. As AI evolves, its role within human collectives is poised to vary from an assistive tool to a participatory member. Humans and AI possess complementary capabilities that, when synergized, can achieve a level of collective intelligence that surpasses the collective capabilities of either humans or AI in isolation. However, the interactions in human-AI systems are inherently complex, involving intricate processes and interdependencies. This review incorporates perspectives from network science to conceptualize a multilayer representation of human-AI collective intelligence, comprising a cognition layer, a physical layer, and an information layer. Within this multilayer network, humans and AI agents exhibit varying characteristics; humans differ in diversity from surface-level to deep-level attributes, while AI agents range in degrees of functionality and anthropomorphism. The interplay among these agents shapes the overall structure and dynamics of the system. We explore how agents’ diversity and interactions influence the system’s collective intelligence. Furthermore, we present an analysis of real-world instances of AI-enhanced collective intelligence. We conclude by addressing the potential challenges in AI-enhanced collective intelligence and offer perspectives on future developments in this field…(More)”.

Limiting Data Broker Sales in the Name of U.S. National Security: Questions on Substance and Messaging


Article by Peter Swire and Samm Sacks: “A new executive order issued today contains multiple provisions, most notably limiting bulk sales of personal data to “countries of concern.” The order has admirable national security goals but quite possibly would be ineffective and may be counterproductive. There are serious questions about both the substance and the messaging of the order. 

The new order combines two attractive targets for policy action. First, in this era of bipartisan concern about China, the new order would regulate transactions specifically with “countries of concern,” notably China, but also others such as Iran and North Korea. A key rationale for the order is to prevent China from amassing sensitive information about Americans, for use in tracking and potentially manipulating military personnel, government officials, or anyone else of interest to the Chinese regime. 

Second, the order targets bulk sales, to countries of concern, of sensitive personal information by data brokers, such as genomic, biometric, and precise geolocation data. The large and growing data broker industry has come under well-deserved bipartisan scrutiny for privacy risks. Congress has held hearings and considered bills to regulate such brokers. California has created a data broker registry and last fall passed the Delete Act to enable individuals to require deletion of their personal data. In January, the Federal Trade Commission issued an order prohibiting data broker Outlogic from sharing or selling sensitive geolocation data, finding that the company had acted without customer consent, in an unfair and deceptive manner. In light of these bipartisan concerns, a new order targeting both China and data brokers has a nearly irresistible political logic.

Accurate assessment of the new order, however, requires an understanding of this order as part of a much bigger departure from the traditional U.S. support for free and open flows of data across borders. Recently, in part for national security reasons, the U.S. has withdrawn its traditional support in the World Trade Organization (WTO) for free and open data flows, and the Department of Commerce has announced a proposed rule, in the name of national security, that would regulate U.S.-based cloud providers when selling to foreign countries, including for purposes of training artificial intelligence (AI) models. We are concerned that these initiatives may not sufficiently account for the national security advantages of the long-standing U.S. position and may have negative effects on the U.S. economy.

Despite the attractiveness of the regulatory targets—data brokers and countries of concern—U.S. policymakers should be cautious as they implement this order and the other current policy changes. As discussed below, there are some possible privacy advances as data brokers have to become more careful in their sales of data, but a better path would be to ensure broader privacy and cybersecurity safeguards to better protect data and critical infrastructure systems from sophisticated cyberattacks from China and elsewhere…(More)”.

Breaking the Gridlock


UNDP Human Development Report 2024: “We can do better than this. Better than runaway climate change and pandemics. Better than a spate of unconstitutional transfers of power amid a rising, globalizing tide of populism. Better than cascading human rights violations and unconscionable massacres of people in their homes and civic venues, in hospitals, schools and shelters.

We must do better than a world always on the brink, a socioecological house of cards. We owe it to ourselves, to each other, to our children and their children.

We have so much going for us.

We know what the global challenges are and who will be most affected by them. And we know there will surely be more that we cannot anticipate today.

We know which choices offer better opportunities for peace, shared prosperity and sustainability, better ways to navigate interacting layers of uncertainty and interlinked planetary surprises.

We enjoy unprecedented wealth know-how and technology—unimaginable to our ancestors—that with more equitable distribution and use could power bold and necessary choices for peace and for sustainable, inclusive human development on which peace depends…

In short, why are we so stuck? And how do we get unstuck without resorting myopically to violence or isolationism? These questions motivate the 2023–2024 Human Development Report.

Sharp questions belie their complexity; issues with power disparities at their core often defy easy explanation. Magic bullets entice but mislead—siren songs peddled by sloganeering that exploits group-based grievances. Slick solutions and simple recipes poison our willingness to do the hard work of overcoming polarization.

Geopolitical quagmires abound, driven by shifting power dynamics among states and by national gazes yanked inward by inequalities, insecurity and polarization, all recurring themes in this and recent Human Development Reports. Yet we need not sit on our hands simply because great power competition is heating up while countries underrepresented in global governance seek a greater say in matters of global import. Recall that global cooperation on smallpox eradication and protection of the ozone layer, among other important issues such as nuclear nonproliferation, happened over the course of the Cold War…(More)”.

Artificial Intelligence: A Threat to Climate Change, Energy Usage and Disinformation


Press Release: “Today, partners in the Climate Action Against Disinformation coalition released a report that maps the risks that artificial intelligence poses to the climate crisis.

Topline points:

  • AI systems require an enormous amount of energy and water, and consumption is expanding quickly. Estimates suggest a doubling in 5-10 years.
  • Generative AI has the potential to turbocharge climate disinformation, including climate change-related deepfakes, ahead of a historic election year where climate policy will be central to the debate. 
  • The current AI policy landscape reveals a concerning lack of regulation on the federal level, with minor progress made at the state level, relying on voluntary, opaque and unenforceable pledges to pause development, or provide safety with its products…(More)”.

A Plan to Develop Open Science’s Green Shoots into a Thriving Garden


Article by Greg Tananbaum, Chelle Gentemann, Kamran Naim, and Christopher Steven Marcum: “…As it’s moved from an abstract set of principles about access to research and data into the realm of real-world activities, the open science movement has mirrored some of the characteristics of the open source movement: distributed, independent, with loosely coordinated actions happening in different places at different levels. Globally, many things are happening, often disconnected, but still interrelated: open science has sowed a constellation of thriving green shoots, not quite yet a garden, but all growing rapidly on arable soil.

Streamlining research processes, reducing duplication of efforts, and accelerating scientific discoveries could ensure that the fruits of open science processes and products are more accessible and equitably distributed.

It is now time to consider how much faster and farther the open science movement could go with more coordination. What efficiencies might be realized if disparate efforts could better harmonize across geographies, disciplines, and sectors? How would an intentional, systems-level approach to aligning incentives, infrastructure, training, and other key components of a rationally functioning research ecosystem advance the wider goals of the movement? Streamlining research processes, reducing duplication of efforts, and accelerating scientific discoveries could ensure that the fruits of open science processes and products are more accessible and equitably distributed…(More)”

UNESCO’s Quest to Save the World’s Intangible Heritage


Article by Julian Lucas: “For decades, the organization has maintained a system that protects everything from Ukrainian borscht to Jamaican reggae. But what does it mean to “safeguard” living culture?…On December 7th, at a safari resort in Kasane, Botswana, Ukraine briefed the United Nations Educational, Scientific, and Cultural Organization (UNESCO) on an endangered national treasure. It wasn’t a monastery menaced by air strikes. Nor was it any of the paintings, rare books, or other antiquities seized by Russian troops. It was borscht, a beet soup popular for centuries across Eastern Europe. Shortly after Russia invaded Ukraine, in February, 2022—as fields burned, restaurants shuttered, and expert cooks fled their homes—Kyiv successfully petitioned UNESCO to add its culture of borscht-making to the List of Intangible Cultural Heritage in Need of Urgent Safeguarding. Now, despite setbacks on the battlefield, the state of the soup was strong. A Ukrainian official reported on her government’s new borscht-related initiatives, such as hosting gastronomic festivals and inventorying vulnerable recipes. She looked forward to borscht’s graduation from Urgent Safeguarding to the Representative List of the Intangible Cultural Heritage (I.C.H.) of Humanity—which grew, that session, to include Italian opera singing, Bangladeshi rickshaw painting, Angolan sand art, and Peruvian ceviche…(More)”.

Scaling Up Development Impact


Book by Isabel Guerrero with Siddhant Gokhale and Jossie Fahsbender: “Today, nearly one billion people lack electricity, over three billion lack clean water, and 750 million lack basic literacy skills. Many of these challenges could be solved with existing solutions, and technology enables us to reach the last mile like never before. Yet, few solutions attain the necessary scale to match the size of these challenges. Scaling Up Development Impact offers an analytical framework, a set of practical tools, and adaptive evaluation techniques to accompany the scaling process. It presents rich organizational experiences that showcase real-world journeys toward increased impact…(More)”.

Evaluation in the Post-Truth World


Book edited by Mita Marra, Karol Olejniczak, and Arne Paulson:”…explores the relationship between the nature of evaluative knowledge, the increasing demand in decision-making for evaluation and other forms of research evidence, and the post-truth phenomena of antiscience sentiments combined with illiberal tendencies of the present day. Rather than offer a checklist on how to deal with post-truth, the experts found herein wish to raise awareness and reflection throughout policy circles on the factors that influence our assessment and policy-related work in such a challenging environment. Journeying alongside the editor and contributors, readers benefit from three guiding questions to help identify specific challenges but tools to deal with such challenges: How are policy problems conceptualized in the current political climate? What is the relationship between expertise and decision-making in today’s political circumstances? How complex has evaluation become as a social practice? Evaluation in the Post-Truth World will benefit evaluation practitioners at the program and project levels, as well as policy analysts and scholars interested in applications of evaluation in the public policy domain…(More)”.

Societal challenges and big qualitative data require a new era of methodological pragmatism


Blog by Alex Gillespie, Vlad Glăveanu, and Constance de Saint-Laurent: “The ‘classic’ methods we use today in psychology and the social sciences might seem relatively fixed, but they are the product of collective responses to concerns within a historical context. The 20th century methods of questionnaires and interviews made sense in a world where researchers did not have access to what people did or said, and even if they did, could not analyse it at scale. Questionnaires and interviews were suited to 20th century concerns (shaped by colonialism, capitalism, and the ideological battles of the Cold War) for understanding, classifying, and mapping opinions and beliefs.

However, what social scientists are faced with today is different due to the culmination of two historical trends. The first has to do with the nature of the problems we face. Inequalities, the climate emergency and current wars are compounded by a general rise in nationalism, populism, and especially post-truth discourses and ideologies. Nationalism and populism are not new, but the scale and sophistication of misinformation threatens to undermine collective responses to collective problems.

It is often said that we live in the age of ‘big data’, but what is less often said is that this is in fact the age of ‘big qualitative data’.

The second trend refers to technology and its accelerated development, especially the unprecedented accumulation of naturally occurring data (digital footprints) combined with increasingly powerful methods for data analysis (traditional and generative AI). It is often said that we live in the age of ‘big data’, but what is less often said is that this is in fact the age of ‘big qualitative data’. The biggest datasets are unstructured qualitative data (each minute adds 2.5 million Google text searches, 500 thousand photos on Snapchat, 500 hours of YouTube videos) and the most significant AI advances leverage this qualitative data and make it tractable for social research.

These two trends have been fuelling the rise in mixed methods research…(More)” (See also their new book ‘Pragmatism and Methodology’ (open access)

Generative AI: Navigating Intellectual Property


Factsheet by WIPO: “Generative artificial intelligence (AI) tools are rapidly being adopted by many businesses and organizations for the purpose of content generation. Such tools represent both a substantial opportunity to assist business operations and a significant legal risk due to current uncertainties, including intellectual property (IP) questions.

Many organizations are seeking to put guidance in place to help their employees mitigate these risks. While each business situation and legal context will be unique, the following Guiding Principles and Checklist are intended to assist organizations in understanding the IP risks, asking the right questions, and considering potential safeguards…(More)”.