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A dress worn this week by Democratic Congresswoman Alexandria Ocasio-Cortez (D-NY), which bore the message “tax the rich,” set off a wave of debate over how best to address wealth inequality, as Congress weighs a $3.5 trillion spending bill that includes tax hikes on corporations and high-earning individuals.

The debate coincides with the ongoing pandemic in which billionaires, many of whom are tech company founders, have added $1.8 trillion in wealth while consumers have come to depend increasingly on services like e-commerce and teleconference, according to a report released last month by the Institute for Policy Studies.

In a new interview, artificial intelligence expert Kai Fu-Lee — who worked as an executive at Google (GOOG, GOOGL), Apple (AAPL), and Microsoft (MSFT) — attributed the rise of wealth inequality in part to the tech boom in recent decades, predicting that the trend will worsen in coming years with the continued emergence of AI.

A new Rutgers study will examine how COVID-19 is affecting individuals in a number of cognitive-related areas, including memory loss, “brain fog,” and dementia.

“Many people who recover from mild or moderate COVID-19 notice slowed thinking or memory loss, and this motivated us to leverage our experience in studying cognitive issues related to Alzheimer’s disease, multiple sclerosis, and HIV to examine this phenomenon,” said Dr. William T. Hu, associate professor and chief of cognitive neurology at Rutgers Robert Wood Johnson Medical School and the Institute for Health, Health Care Policy, and Aging Research.

A leading cognitive neurologist and neuroscientist, Dr. Hu is spearheading the characterization of cognitive impairment following mild-to-moderate COVID-19 at Rutgers.

US Secretary of Commerce Gina Raimondo has announced that the Commerce Department has established a high-level committee to advise the President and other federal agencies on a range of issues related to artificial intelligence (AI). Working with the National AI Initiative Office (NAIIO) in the White House Office of Science and Technology Policy (OSTP), the Department is now seeking to recruit top-level candidates to serve on the committee.

A formal notice describing the National Artificial Intelligence Advisory Committee (NAIAC) and the call for nominations for the committee and its Subcommittee on Artificial Intelligence and Law Enforcement appears in the Federal Register published today.

“AI presents an enormous opportunity to tackle the biggest issues of our time, strengthen our technological competitiveness, and be an engine for growth in nearly every sector of the economy,” said Secretary Raimondo. “But we must be thoughtful, creative, and wise in how we address the challenges that accompany these new technologies. That includes, but is not limited to, ensuring that President Biden’s comprehensive commitment to advancing equity and racial justice extends to our development and use of AI technology. This committee will help the federal government to do that by providing insights into a full range of issues raised by AI.”

Reinforcement learning (RL) is the most widely used machine learning algorithm, besides supervised and unsupervised learning and the less common self-supervised and semi-supervised learning. RL focuses on the controlled learning process, where a machine learning algorithm is provided with a set of actions, parameters, and end values. It teaches the machine trial and error.

From a data efficiency perspective, several methods have been proposed, including online setting, reply buffer, storing experience in a transition memory, etc. In recent years, off-policy actor-critic algorithms have been gaining prominence, where RL algorithms can learn from limited data sets entirely without interaction (offline RL).

Why not eradicate disease for everyone?


Zolgensma – which treats spinal muscular atrophy, a rare genetic disease that damages nerve cells, leading to muscle decay – is currently the most expensive drug in the world. A one-time treatment of the life-saving drug for a young child costs US$2.1 million.

While Zolgensma’s exorbitant price is an outlier today, by the end of the decade there’ll be dozens of cell and gene therapies, costing hundreds of thousands to millions of dollars for a single dose. The Food and Drug Administration predicts that by2025it will be approving 10 to 20 cell and gene therapies every year.

I’m a biotechnology and policy expert focused on improving access to cell and gene therapies. While these forthcoming treatments have the potential to save many lives and ease much suffering, health care systems around the world aren’t equipped to handle them. Creative new payment systems will be necessary to ensure everyone has equal access to these therapies.

“University Of The 3rd Age” — Seniors Staying Intellectually Challenged, Socially Engaged, And Physically And Mentally Healthy — Maya Abi Chahine, University for Seniors, American University of Beirut (AUB)


AUB (https://www.aub.edu.lb/seniors/Pages/default.aspx).

The University for Seniors is a new life-long learning initiative at AUB, the first of its kind in Lebanon and the Middle East. It gives older adults (who are 50 and above) the opportunity to share their wisdom and passion, to learn things they have always wanted to learn in a friendly academic environment and to interact socially with other seniors, AUB faculty and students.

Ms. Abi Chahine holds an MA in Public Policy & Ageing from King’s College London and is a passionate advocate and researcher in health, well being issues and third age learning. Her portfolio includes collaborations with UN agencies, including WHO, United Nations Population Fund, and International Labour Organization, as well as INGOs such as HelpAge International and universities in the UK.

Ms. Abi Chahine has 21 years of experience in setting-up and managing programs in the fields of public health, gerontology and education, notably universities. Throughout her multifaceted career, she developed skills in establishing and restructuring programs, by spearheading strategies, setting institutionalization mechanisms and driving daily operations that ensured customers and collaborators’ satisfaction and expansion.

Intelligent systems engineer, STEM advocate, hip-hop artist — ashley llorens, VP, distinguished scientist, managing director microsoft research, microsoft.


Ashley Llorens (https://www.microsoft.com/en-us/research/people/allorens/) is Vice President, Distinguished Scientist & Managing Director, at Microsoft Research Outreach, where he leads a global team to amplify the impact of research at Microsoft and to advance the cause of science and technology research around the world. His team is responsible for driving strategy and execution for Microsoft Research engagement with the rest of Microsoft and with the broader science and technology community, and they invest in high-impact collaborative research projects on behalf of the company, create pipelines for diverse, world-class talent, and generate awareness of the current and envisioned future impact of science and technology research.

Prior to joining Microsoft, Mr. Llorens served as the founding chief of the Intelligent Systems Center at the Johns Hopkins Applied Physics Laboratory (APL), where he directed research and development in artificial intelligence (AI), robotics and neuroscience and created APL’s first enterprise-wide AI strategy and technology roadmap. During his two decades at APL, Mr. Llorens led interdisciplinary teams in developing novel AI technologies from concept to real-world application with a focus on autonomous systems. His background is in machine learning and signal processing and current research interests include reinforcement learning for real-world systems, machine decision-making under uncertainty, human-machine teaming, and practical AI safety.

As a subject matter expert in AI and autonomous systems, Mr Llorens has served on advisory boards and strategic studies for the U.S. Department of Defense, the U.S. Department of Energy and the National Academy of Sciences. He was recently nominated by the White House Office of Science and Technology Policy to serve as an AI expert on the Global Partnership on AI and was elected to serve as the Science Representative on its inaugural steering committee.

Alongside Mr. Llorens career in engineering, while earning his B.S. and M.S. at the University of Illinois Urbana-Champaign, he pursued a parallel career as a hip-hop artist, also known as SoulStice, founding Wandering Soul Records and serves as a voting member of the Recording Academy, the institution that organizes the Grammys.

In other words, the mix of positives and negatives puts this potent new suite of technologies on a knife-edge. Do we have confidence that a handful of companies that have already lost public trust can take AI in the right direction? We should have ample reason for worry considering the business models driving their motivations. To advertising-driven companies like Google and Facebook, it’s clearly beneficial to elevate content that travels faster and draws more attention—and misinformation usually does —while micro-targeting that content by harvesting user data. Consumer product companies, such as Apple, will be motivated to prioritize AI applications that help differentiate and sell their most profitable products—hardly a way to maximize the beneficial impact of AI.

Yet another challenge is the prioritization of innovation resources. The shift online during the pandemic has led to outsized profits for these companies, and concentrated even more power in their hands. They can be expected to try to maintain that momentum by prioritizing those AI investments that are most aligned with their narrow commercial objectives while ignoring the myriad other possibilities. In addition, Big Tech operates in markets with economies of scale, so there is a tendency towards big bets that can waste tremendous resources. Who remembers IBM’s Watson initiative? It aspired to become the universal, go-to digital decision tool, especially in healthcare—and failed to live up to the hype, as did the trendy driverless car initiatives of Amazon and Google parent Alphabet. While failures, false starts, and pivots are a natural part of innovation, expensive big failures driven by a few enormously wealthy companies divert resources away from more diversified investments across a range of socially productive applications.

Despite AI’s growing importance, U.S. policy on how to manage the technology is fragmented and lacks a unified vision. It also appears to be an afterthought, with lawmakers more focused on Big Tech’s anti-competitive behavior in its main markets—from search to social media to app stores. This is a missed opportunity, because AI has the potential for much deeper societal impacts than search, social media, and apps.

Improving Quality Of Life & Health, For Hundreds Of Millions Globally, Suffering Food Allergies & Intolerances — Lisa Gable, Chief Executive Officer, Food Allergy Research & Education (FARE)


Lisa Gable is the Chief Executive Officer, of Food Allergy Research & Education (FARE — https://www.foodallergy.org), an organization with a mission to improve the quality of life and the health of 85 million Americans with food allergies and food intolerances, including 32 million of those are at risk for life-threatening anaphylaxis, and to provide them hope through the promise of new treatments. To date FARE has turned over $100 million in donor gifts into ground-breaking research and has provided a voice for the community, advocating on its behalf and offering hope for a better tomorrow.

Ms. Gable has served four U.S. presidents and two governors, counseled Fortune 500 CEOs, and represented global public-private partnerships and non-profits with an end goal of moving organizations to higher levels of performance.

As the former President of the Healthy Weight Commitment Foundation, Ms. Gable created and led a coalition of food and beverage industry corporations and public health and government agencies, resulting in the reduction of 6.4 trillion calories from the American diet.

Ms Gable was appointed the first female U.S. Commissioner General to the 2005 Aichi World EXPO, holding the personal rank of Ambassador, served as a U.S. Delegate to the United Nations Commission on the Status of Women, and served both in the Reagan White House and Defense Department, serving as an advisor to the Secretary of Defense and the Joint Chief of Staff.