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The Digital Therapeutics market in the U.S. is expected to grow at a CAGR of 33.15% during 2022-2027

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New York, June 24, 2022 (GLOBE NEWSWIRE) — Reportlinker.com announces the release of the report “U.S. Digital Therapeutics Market – Industry Outlook and Forecast 2022-2027” – https://www.reportlinker.com/p06288142/?utm_source=GNW
• Increase in Adoption of Healthcare Applications & Smart Wearables
• Rising Importance of A.I. in Digital Therapeutics
• Growing demand for Virtual Reality in DTx

MARKET OVERVIEW

Healthcare and technology have merged and created a new category of digital health known as digital therapeutics. It is a subset of digital health and a form of digital medicine that can maximize patient care and healthcare outcomes through independent use or in conjunction with pharmaceuticals. Examples of digital therapeutics include- wearable devices, digital sensors, and artificial intelligence-powered devices.

Digital therapeutics plays a significant role in the treatment and disease management of various chronic and mental health conditions. It presents potential solutions for chronic disease management, ranging from congestive heart failure, type 2 diabetes, Alzheimer’s disease, and cancer. Common and expensive chronic conditions include diabetes, obesity, hypertension, heart disease, Alzheimer’s disease, depression, arthritis, anxiety, and sleep disorders.

Digital therapeutics (DTx) deliver evidence-based therapeutic interventions to patients driven by high-quality software programs to prevent, manage, or treat a medical disorder or disease. They are used independently or in concert with medications, devices, or other therapies to optimize patient care and health outcomes. DTx products incorporate advanced technology best practices relating to design, clinical validation, usability, and data security. Regulatory bodies must validate them to support product claims about risk, efficacy, and intended use. It empowers patients, healthcare providers, and payers with intelligent and accessible tools for addressing a wide range of conditions through high-quality, safe, and effective data-driven interventions.

Regulatory jurisdictions most frequently categorize digital therapeutics as a subset of software as a Medical Device (SaMD), a framework developed by the International Medical Device Regulators Forum (IMDRF). All DTx products qualify as SaMD, but not all SaMD products are approved as digital therapeutic. However, a dedicated FDA regulatory framework for SaMD products remains in flux. Some DTx must undergo randomized controlled trials under the premarket approval process to demonstrate safety and efficacy like traditional pharmaceuticals.

Entry of Several Start-ups and Rapid Surge in Funding & Investments for DTx Companies

The goal of digital therapeutics is to treat chronic conditions at scale, relieving some of the significant stressors on the medical system, such as physician shortages. With the rise in the prevalence of chronic diseases, there has been a growing awareness of digital therapeutics. Owing to the gradual adoption of DTx, several companies have emerged in digital therapeutics, working with extreme expertise and intent to satisfy therapeutic needs. Furthermore, digital therapeutics saw significant funding growth in 2021, with start-ups delivering medical interventions using evidence-based software for managing and treating a broad spectrum of diseases reporting surging investments. Investments in DTx were at a record in 2020 with $1,065 million with 64 deals. DTx start-ups are likely to increase at an incredible rate, and competition is fierce for the favor of providers, payors, and employers.

Digital therapeutic solutions have caught the eye of big pharmaceutical organizations that started to invest and form strategic alliances with digital therapeutic companies. The rising need to create value beyond drug discoveries, increasing pricing pressures, and the steady incline in chronic and complex diseases all around the globe have majorly contributed to these partnerships. For instance, in early 2021, Click Therapeutics and Otsuka Pharmaceuticals announced a new remote clinical trial conducted on Verily’s Project Baseline platform. In addition to this, many DTx companies have attracted significant venture and private equity financing to compete with traditional biotech pharma & companies developing drugs for similar indications. For instance, Pear Therapeutics developing DTx for substance and opioid use disorder raised around $139 million.

Digital therapeutics and telehealth companies can contribute to solutions more effectively than ever by leveraging data available from wearables and other digital sources. These technologies can drive more profound insight, influencing patient behaviors to prevent and manage chronic conditions. With the pandemic significantly raising the adoption of telehealth and virtual care, telehealth companies are looking up to digital therapeutic platforms to enhance the value of their services. For example, Aetna’s telehealth business unit, Healthagen, collaborated with Welldoc and LifeScan to assess the usage and potential health benefits of OneTouch Reveal Plus.

Artificial Intelligence & Virtual Reality assisted Digital Therapeutics.

Software applications are playing a significant role in providing digital therapeutic solutions. Mobile app-based digital therapeutic programs are being delivered at a low cost and massive scale, helping prevent disease progression and potentially saving insurers billions of dollars. Some digital therapeutics are entirely replacing medication with behavioral-based treatment, such as apps that use visualization exercises to help people with insomnia.

For the DTx industry specifically, where many new and innovative applications are launched frequently, A.I. plays a major role in driving personalization and engagement to help patients achieve better health. AI-enabled therapeutics offer diagnosis and personalized care by tailoring the treatment itself and anticipating needs and challenges based on the individual’s behavior. Digital therapeutics coupled with artificial intelligence (A.I.) and machine learning (ML) allows more effective clinical observations and management at the population level for various health conditions. Furthermore, virtual reality in digital therapeutics is gaining significant attention. It focuses on mental health, such as studying the mental states based on brainwave patterns. It also targets the promotion of healthy lifestyles through innovative virtual coaching.

Impact of COVID-19 on Digital Therapeutics

After the COVID-19 pandemic broke out, the utilization of DTx applications in various fields boomed. DTx provides unique solutions to satisfy healthcare needs, reducing the danger of COVID-19 exposure during a hospital visit. The COVID-19 pandemic joined the other major drivers for the growth of DTx, such as enhanced focus on preventive healthcare, high incidence of chronic diseases, and affordable gadgets due to technological advancements. In the post COVID era, DTx became a dominant player in the digital health industry, and its scope is likely to rise.

Insights by application

In 2021, the treatment & disease management segment accounted for the largest share of more than 80%. This treatment & management market will increase its domination during the forecast period and is likely to grow at a faster growth. This segment includes managing and treating diseases like chronic care, mental health & neurological disorders by using DTx. Digital therapeutics are being increasingly adopted due to the growing concern of chronic diseases. It is intended to help patients change their behaviors, often through cognitive-behavioral therapy (CBT), to successfully implement care plans for their chronic health or mental health conditions.

• Treatment & Disease Management: Vendors targeting the treatment and management of various diseases are Teladoc, Canary Health, Noom, Cognoa, Pear Therapeutics, CureApp, 2Morrow, Sharecare, and others
• Preventive Care: This includes pre-diabetes, weight management, and others. Vendors involved in providing digital therapeutics in these areas are Omada Health, One drop, WellDoc, Lark Health, and others.

Insights by End-users

In 2021, healthcare providers accounted for the largest share of 29.11% in the digital therapeutics market in the U.S. Digital therapeutics empower patients, healthcare providers, and payers with intelligent and accessible tools for addressing a wide range of conditions through high quality, safe, and effective data-driven interventions. It promises many advantages for physicians, care providers, patients, payers, employers, and other stakeholders. As primary end-users, patients are at the core of the DTx landscape. Most therapies are delivered via smartphones or tablets to patients, increasing access to care compared to traditional treatments.

Segmentation by Application
• Treatment & Disease Management
o Chronic Care
o Mental Health & Neurological Disorders
o Others
• Preventive Care
o Pre-Diabetes
o Weight Management
o Others

Segmentation by End-User
• Healthcare Providers
• Patients/Individuals
• Payers
• Employers
• Others

COMPETITIVE SCENARIO
Vendors dominating the digital therapeutics market are developing strategies such as partnerships, collaborations, joint ventures, mergers, and acquisitions for their growth and establishment. Major companies made successful partnerships to advance the adoption of DTx. Noom and Eversana partnered up to cater to patients with chronic conditions and rare diseases and check patient adherence and engagement for long-drawn-out therapies. The consolidation in the digital therapeutics market continues with vendors indulging in strategic acquisitions and collaborations with pharmaceutical companies to enter the digital therapeutics space and extend their presence in the market. Some significant acquisitions also took place in the DTx market. These include Biofourmis acquiring Gaido Health, Virgin Pulse acquiring Blue Mesa, and Novartis acquiring the digital therapeutics firm, Amblyotech. Over the next five years, there will likely be an uptick in mergers and acquisitions and closures among DTx companies.

Key Vendors
• 2Morrow
• Akili Interactive Labs
• Cognoa
• Fitbit
• Kaia Health
• Lark Technologies
• Teladoc Health
• Omada Health
• Pear Therapeutics
• ResMed
• Voluntis
• WellDoc
• Dario Health
• Happify Health
• One Drop
• Virta Health

Other Prominent Vendors
• Ayogo
• BehaVR
• Calibrate Health
• Canary Health
• Cara Care
• CardioRenal
• Cerebral
• CogniFit
• CureApp
• Freespira
• Ginger
• Glooko
• Kelvi
• Mahana Therapeutics
• Mantra Health
• Meru Health
• Monument
• Neurotrack Technologies
• NightWare
• Noom
• Sharecare
• SWORD Health
• Talkspace
• Thirty Madison
• TRIPP
• Vida Health
• Vivante Health
• Workit Health

KEY QUESTIONS ANSWERED
1. HOW BIG IS THE U.S. DIGITAL THERAPEUTICS MARKET?
2. WHAT IS THE GROWTH RATE OF THE DIGITAL THERAPEUTICS MARKET IN THE UNITED STATES?
3. WHAT ARE THE KEY COMPANIES IN THE DIGITAL THERAPEUTICS MARKET IN U.S.?
4. WHAT ARE THE MAJOR DRIVERS IN THE US DIGITAL THERAPEUTICS MARKET?
5. WHAT ARE THE LATEST TRENDS & OPPORTUNITIES IN THE US DIGITAL THERAPEUTICS MARKET?
Read the full report: https://www.reportlinker.com/p06288142/?utm_source=GNW

About Reportlinker
ReportLinker is an award-winning market research solution. Reportlinker finds and organizes the latest industry data so you get all the market research you need – instantly, in one place.

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Artificial Intelligence

IBM, Government of Canada, Government of Quebec Sign Agreements to Strengthen Canada’s Semiconductor Industry

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Up to $187M CAD to be invested to progress expansion of chip packaging capacity and capabilities and to strengthen R&D at IBM Canada’s Bromont plant
BROMONT, QC, April 26, 2024 /PRNewswire/ — IBM (NYSE: IBM), the Government of Canada, and the Government of Quebec today announced agreements that will strengthen Canada’s semiconductor industry, and further develop the assembly, testing and packaging (ATP) capabilities for semiconductor modules to be used across a wide range of applications including telecommunications, high performance computing, automotive, aerospace & defence, computer networks, and generative AI, at IBM Canada’s plant in Bromont, Quebec. The agreements reflect a combined investment valued at approximately $187M CAD.

“Today’s announcement is a massive win for Canada and our dynamic tech sector. It will create high-paying jobs, invest in innovation, strengthen supply chains, and help make sure the most advanced technologies are Canadian-made. Semiconductors power the world, and we’re putting Canada at the forefront of that opportunity,” said the Right Honourable Justin Trudeau, Prime Minister of Canada
In addition to the advancement of packaging capabilities, IBM will be conducting R&D to develop methods for scalable manufacturing and other advanced assembly processes to support the packaging of different chip technologies, to further Canada’s role in the North American semiconductor supply chain and expand and anchor Canada’s capabilities in advanced packaging.
The agreements also allow for collaborations with small and medium-sized Canadian-based enterprises with the intent of fostering the development of a semiconductor ecosystem, now and into the future.
“IBM has long been a leader in semiconductor research and development, pioneering breakthroughs to meet tomorrow’s challenges. With the demand for compute surging in the age of AI, advanced packaging and chiplet technology is becoming critical for the acceleration of AI workloads,” said Darío Gil, IBM Senior Vice President and Director of Research. “As one of the largest chip assembly and testing facilities in North America, IBM’s Bromont facility will play a central role in this future. We are proud to be working with the governments of Canada and Quebec toward those goals and to build a stronger and more balanced semiconductor ecosystem in North America and beyond.”
IBM Canada’s Bromont plant is one of North America’s largest chip assembly and testing facilities, having operated in the region for 52 years. Today, the facility transforms advanced semiconductor components into state-of-the-art microelectronic solutions, playing a key role in IBM’s semiconductor R&D leadership alongside IBM’s facilities at the Albany NanoTech Complex and throughout New York’s Hudson Valley. These agreements will help to further establish a corridor of semiconductor innovation from New York to Bromont. 
“Advanced packaging is a crucial component of the semiconductor industry, and IBM Canada’s Bromont plant has led the world in this process for decades,” said Deb Pimentel, president of IBM Canada. “Building upon IBM’s 107-year legacy of technology innovation and R&D in Canada, the Canadian semiconductor industry will now become even stronger, allowing for robust supply chains and giving Canadians steady access to even more innovative technologies and products. This announcement represents just one more example of IBM’s leadership and commitment to the country’s technology and business landscape.”
Chip packaging, the process of connecting integrated circuits on a chip or circuit board, has become more complex as electronic devices have shrunk and the components of chips themselves get smaller and smaller. IBM announced the world’s first 2 nanometer chip technology in 2021 and, as the semiconductor industry moves towards new methods of chip construction, advances in packaging will grow in importance. 
“Semiconductors are part of our everyday life. They are in our phones, our cars, and our appliances. Through this investment, we are supporting Canadian innovators, creating good jobs, and solidifying Canada’s semiconductor industry to build a stronger economy. Canada is set to play a larger role in the global semiconductor industry thanks to projects like the one we are announcing today. Because, when we invest in semiconductor and quantum technologies, we invest in economic security.”  — The Honourable François-Philippe Champagne, Minister of Innovation, Science and Industry
“This investment by IBM in Bromont will ensure that Quebec continues to stand out in the field of microelectronics. An increase in production capacity will solidify Quebec’s position in the strategic microelectronics sector in North America.” — The Honourable Pierre Fitzgibbon, Minister of Economy, Innovation and Energy, Minister responsible for Regional Economic Development and Minister responsible for the Metropolis and the Montreal region
About IBMIBM is a leading provider of global hybrid cloud and AI, and consulting expertise. We help clients in more than 175 countries capitalize on insights from their data, streamline business processes, reduce costs and gain the competitive edge in their industries. More than 4,000 government and corporate entities in critical infrastructure areas such as financial services, telecommunications and healthcare rely on IBM’s hybrid cloud platform and Red Hat OpenShift to affect their digital transformations quickly, efficiently and securely. IBM’s breakthrough innovations in semiconductors, AI, quantum computing, industry-specific cloud solutions and consulting deliver open and flexible options to our clients. All of this is backed by IBM’s legendary commitment to trust, transparency, responsibility, inclusivity and service. Visit www.ibm.com for more information. 
Media ContactLorraine BaldwinIBM [email protected] 
Willa HahnIBM [email protected]
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Artificial Intelligence

HITACHI ACQUIRES MA MICRO AUTOMATION OF GERMANY IN EFFORT TO ACCELERATE GLOBAL EXPANSION OF ROBOTIC SI BUSINESS IN THE MEDICAL AND OTHER FIELDS

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HOLLAND, Mich., April 26, 2024 /PRNewswire/ — Hitachi Ltd. (TSE: 6501, “Hitachi”) has signed a stock purchase agreement on April 26 to acquire all shares of MA micro automation GmbH (“MA micro automation”, headquartered in St. Leon-Rot, Germany) from MAX Management GmbH (a subsidiary of MAX Automation SE). MA micro automation is a leading provider of robotic and automation technology (robotic SI) including high-speed linear handling systems, high-precision assembly lines, and high-speed vision inspection technology for Europe, North America, and Southeast Asia, for EUR 71.5M million. The transaction is expected to close in the second half of 2024, pending completion of the customary regulatory filings. After the acquisition is completed, MA micro automation will join JR Automation Technologies, LLC (“JR Automation”), a market leader in providing advanced automation solutions and digital technologies in the robotic system integration business for North America, Europe, and Southeast Asia as a continued effort to expand the company’s global presence.

MA micro automation is a technology leader for automation solutions within micro-assembly. Through its state-of-the-art proprietary high-speed and high-precision automation know-how, combined with unique optical image inspection capabilities, MA micro automation serves high-growth med-tech automation end-markets, covering the production, assembly, and testing medical and optical components including contact lenses, IVD and diabetes diagnostics consumables, and injection molding for medical use. The company was established in 2003 through a carve-out from Siemens*1 and since 2013 has been part of the MAX Automation group. 
JR Automation is a leading provider of intelligent automated manufacturing technology solutions, serving customers across the globe in a variety of industries including automotive, life sciences, e-mobility, consumer and industrial products. With over 20 locations between North America, Europe, and Southeast Asia, the leading integrator offers nearly 2 million square feet (185,806 sq. m) of available build and engineering floorspace. This acquisition allows JR Automation to further grow and strengthen both the company’s geographical footprint and their continued commitment on expanding support capabilities within the European region and medical market vertical.
“MA micro automation provides engineering, build and support expertise with established capabilities in complex vision applications, high-speed and high-precision automation technologies. When integrated with JR Automation’s uniform global process and digital technologies, this partnership will further enhance our ability to deliver added value and support to all of our customers worldwide and continue to grow our capabilities in the medical market,” says Dave DeGraaf, CEO of JR Automation. “As we integrate this new dimension, impressive talents and abilities of the MA micro automation team we further enhance our ability to serve our customers, creating a more robust and globally balanced offering.”
With this acquisition, Hitachi aims to further enhance its ability to provide a “Total Seamless Solution*2” to connect manufacturer’s factory floors seamlessly and digitally with their front office data, allowing them to achieve total optimization and bringing Industry 4.0 to life. This “Total Seamless Solution” strategy links organizations’ operational activities such as engineering, supply chain, and purchasing to the plant floor and allows for real time, data-driven decision-making that improves the overall business value for customers.
Kazunobu Morita, Vice President and Executive Officer, CEO of Industrial Digital Business Unit, Hitachi, Ltd. says, “We are very pleased to welcome MA micro automation to the Hitachi Group. The team is based in Europe, providing robotic SI to global medical device manufacturing customers with its high technological capabilities and will join forces with JR Automation and Hitachi Automation to strengthen our global competitiveness. Hitachi aims to enhance its ability to provide value to customers and grow alongside them by leveraging its strengths in both OT, IT, including robotic SI, and “Total Seamless Solution” through Lumada*3’s customer co-creation framework.”
Joachim Hardt, CEO MA micro automation GmbH says, “Following the successful establishment and growth of MA micro automation within the attractive automation market for medical technology products, we are now opening a new chapter. Our partnership with Hitachi will not only strengthen our global competitive position, but we will also benefit from joint technological synergies and a global market presence.  We look forward to a synergistic partnership with Hitachi and JR Automation.”
Outline of MA micro automation    
Name
MA micro automation GmbH
Head Office
St. Leon-Rot, Germany
Representative
Joachim Hardt (CEO)
Outline of Business
Automation solutions within micro-assembly
Total no. of Employees:
Approx. 200 (As of April 2024)
Founded
2003
Revenues (2023)
€ 46.5 million
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*1
“Siemens” is a registered trademark or trademark of Siemens Trademark GmbH & Co. KG in the U.S. and other countries.
*2
“Total Seamless Solution” is a registered trademark of Hitachi, Ltd. in the U.S. and Japan.
*3
Lumada: A collective term for solutions, services and technologies based on Hitachi’s advanced digital technologies for creating value from customers’ data accelerating digital innovation. https://www.hitachi.com/products/it/lumada/global/en/index.html
About JR AutomationEstablished in 1980, JR Automation is a leading provider of intelligent automated manufacturing technology solutions that solve customers’ key operational and productivity challenges. JR Automation serves customers across the globe in a variety of industries, including automotive, life sciences, aerospace, and more.  
In 2019, JR Automation was acquired by Hitachi, Ltd. In a strategic effort towards offering a seamless connection between the physical and cyber space for industrial manufacturers and distributers worldwide. With this partnership, JR Automation provides customers a unique, single-source solution for complete integration of their physical assets and data information, offering greater speed, flexibility, and efficiencies towards achieving their Industry 4.0 visions. JR Automation employs over 2,000 people at 21 manufacturing facilities in North America, Europe, and Asia.  For more information, please visit www.jrautomation.com.   
About Hitachi, Ltd.Hitachi drives Social Innovation Business, creating a sustainable society through the use of data and technology. We solve customers’ and society’s challenges with Lumada solutions leveraging IT, OT (Operational Technology) and products. Hitachi operates under the 3 business sectors of “Digital Systems & Services” – supporting our customers’ digital transformation; “Green Energy & Mobility” – contributing to a decarbonized society through energy and railway systems, and “Connective Industries” – connecting products through digital technology to provide solutions in various industries. Driven by Digital, Green, and Innovation, we aim for growth through co-creation with our customers. The company’s revenues as 3 sectors for fiscal year 2023 (ended March 31, 2024) totaled 8,564.3 billion yen, with 573 consolidated subsidiaries and approximately 270,000 employees worldwide. For more information on Hitachi, please visit the company’s website at https://www.hitachi.com.
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$10 million Artificial Intelligence Mathematical Olympiad Prize appoints further advisory committee members

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D. Sculley, Kevin Buzzard, Leo de Moura, Lester Mackey and Peter J. Liu appointed to the advisory committee for the Artificial Intelligence Mathematical Olympiad Prize.
LONDON, April 26, 2024 /PRNewswire/ — XTX Markets’ newly created Artificial Intelligence Mathematical Olympiad Prize (‘AIMO Prize’) is a $10mn challenge fund designed to spur the creation of a publicly shared AI model capable of winning a gold medal in the International Mathematical Olympiad (IMO).

XTX Markets is delighted to announce the appointment of five further advisory committee members. This group brings great expertise in machine learning, including D. Sculley, the CEO of Kaggle; Lester Mackey, a Principal Researcher at Microsoft Research and a Macarthur Fellow; and Peter J. Liu, a research scientist at Google DeepMind.
Prolific mathematicians Kevin Buzzard, who achieved a perfect score in the International Mathematical Olympiad, and Leo De Moura who is the Chief Architect for Lean, the automated reasoning tool, also join the advisory group.
They join the existing advisory committee members Terence Tao and Timothy Gowers, both winners of the Fields Medal, as well as Dan Roberts, Geoff Smith and Po-Shen Loh.
The AIMO Advisory Committee will support the development of the AIMO Prize, including advising on appropriate protocols and technical aspects, and designing the various competitions and prizes.
Simon Coyle, Head of Philanthropy at XTX Markets, commented:
“We are thrilled to complete the AIMO Advisory Committee with the appointments of D., Kevin, Leo, Lester and Peter. Together, they have enormous experience in machine learning and automated reasoning and are already bringing expertise and wisdom to the AIMO Prize. We look forward to announcing the winners of the AIMO’s first Progress Prize soon, and then publicly sharing the AI models to support the open and collaborative development of AI.”
Further information on the AIMO Prize
There will be a grand prize of $5mn for the first publicly shared AI model to enter an AIMO approved competition and perform at a standard equivalent to a gold medal in the IMO. There will also be a series of progress prizes, totalling up to $5mn, for publicly shared AI models that achieve key milestones towards the grand prize.
The first AIMO approved competition opened to participants in April 2024 on the Kaggle competition platform. The first progress prize focuses on problems pitched at junior and high-school level maths competitions. There is a total prize pot of $1.048m for the first progress prize, of which at least $254k will be awarded in July 2024, There will be a presentation of progress held in Bath, England in July 2024, as part of the 65th IMO.
For more information on the AIMO Prize visit: https://aimoprize.com/ or the competition page on Kaggle: https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/
Advisory Committee member profiles:
D. Sculley
D. is the CEO at Kaggle. Prior to joining Kaggle, he was a director at Google Brain, leading research teams working on robust, responsible, reliable and efficient ML and AI. In his career in ML, he has worked on nearly every aspect of machine learning, and has led both product and research teams including those on some of the most challenging business problems. Some of his well-known work involves ML technical debt, ML education, ML robustness, production-critical ML, and ML for scientific applications such as protein design.
Kevin Buzzard
Kevin a professor of pure mathematics at Imperial College London, specialising in algebraic number theory. As well as his research and teaching, he has a wide range of interests, including being Deputy Head of Pure Mathematics, Co-Director of a CDT and the department’s outreach champion. He is currently focusing on formal proof verification, including being an active participant in the Lean community. From October 2024, he will be leading a project to formalise a 21st century proof of Fermat’s Last Theorem. Before joining Imperial, some 20 years ago, he was a Junior Research Fellow at the University of Cambridge, where he had previously been named ‘Senior Wrangler’ (the highest scoring undergraduate mathematician). He was also a participant in the International Mathematical Olympiad, winning gold with a perfect score in 1987. He has been a visitor at the IAS in Princeton, a visiting lecturer at Harvard, has won several prizes both for research and teaching, and has given lectures all over the world.
Leo de Moura
Leo is a Senior Principal Applied Scientist in the Automated Reasoning Group at AWS. In his spare time, he dedicates himself to serving as the Chief Architect of the Lean FRO, a non-profit organization that he proudly co-founded alongside Sebastian Ullrich. He is also honoured to hold a position on the Board of Directors at the Lean FRO, where he actively contributes to its growth and development. Before joining AWS in 2023, he was a Senior Principal Researcher in the RiSE group at Microsoft Research, where he worked for 17 years starting in 2006. Prior to that, he worked as a Computer Scientist at SRI International. His research areas are automated reasoning, theorem proving, decision procedures, SAT and SMT. He is the main architect of several automated reasoning tools: Lean, Z3, Yices 1.0 and SAL. Leo’s work in automated reasoning has been acknowledged with a series of prestigious awards, including the CAV, Haifa, and Herbrand awards, as well as the Programming Languages Software Award by the ACM. Leo’s work has also been reported in the New York Times and many popular science magazines such as Wired, Quanta, and Nature News.
Lester Mackey
Lester Mackey is a Principal Researcher at Microsoft Research, where he develops machine learning methods, models, and theory for large-scale learning tasks driven by applications from climate forecasting, healthcare, and the social good. Lester moved to Microsoft from Stanford University, where he was an assistant professor of Statistics and, by courtesy, of Computer Science. He earned his PhD in Computer Science and MA in Statistics from UC Berkeley and his BSE in Computer Science from Princeton University. He co-organized the second place team in the Netflix Prize competition for collaborative filtering; won the Prize4Life ALS disease progression prediction challenge; won prizes for temperature and precipitation forecasting in the yearlong real-time Subseasonal Climate Forecast Rodeo; and received best paper, outstanding paper, and best student paper awards from the ACM Conference on Programming Language Design and Implementation, the Conference on Neural Information Processing Systems, and the International Conference on Machine Learning. He is a 2023 MacArthur Fellow, a Fellow of the Institute of Mathematical Statistics, an elected member of the COPSS Leadership Academy, and the recipient of the 2023 Ethel Newbold Prize.
Peter J. Liu
Peter J. Liu is a Research Scientist at Google DeepMind in the San Francisco Bay area, doing machine learning research with a specialisation in language models since 2015 starting in the Google Brain team. He has published and served as area chair in top machine learning and NLP conferences such as ICLR, ICML, NEURIPS, ACL and EMNLP. He also has extensive production experience, including launching the first deep learning model for Gmail Anti-Spam, and using neural network models to detect financial fraud for top banks. He has degrees in Mathematics and Computer Science from the University of Toronto.
About XTX Markets:
XTX Markets is a leading financial technology firm which partners with counterparties, exchanges and e-trading venues globally to provide liquidity in the Equity, FX, Fixed Income and Commodity markets. XTX has over 200 employees based in London, Paris, New York, Mumbai, Yerevan and Singapore. XTX is consistently a top 5 liquidity provider globally in FX (Euromoney 2018-present) and is also the largest European equities (systematic internaliser) liquidity provider (Rosenblatt FY: 2020-2023).
The company’s corporate philanthropy focuses on STEM education and maximum impact giving (alongside an employee matching programme). Since 2017, XTX has donated over £100mn to charities and good causes, establishing it as a major donor in the UK and globally.
In a changing world XTX Markets is at the forefront of making financial markets fairer and more efficient for all.
 

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