Once a concept, AI is now ushering in a key stage of application. What’s the solution to the data silos among businesses? Given the enhanced regulation on data at home and abroad, what’s the solution to data privacy and security concerns? What’s the status quo of Federated Machine Learning and how to establish an ecosystem for FML in the future?
WeBank, IBM and other organizations jointly held the 1st International Workshop on Federated Machine Learning for User Privacy and Data Confidentiality (FML’19) in conjunction with the 28th International Joint Conference on Artificial Intelligence (IJCAI-19) on Aug. 12, 2019, to further discussion on these issues.
President of IJCAI, Chair of FML Steering Committee, Chief AI Officer of WeBank Professor Qiang Yang delivered opening remarks at the workshop. Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google presented keynote addresses. In the panel discussion, top scholars from WeBank, Bar-Ilan University, IBM, Squirrel AI, Google, Huawei, Clustar, Sinovation Ventures and many other renowned enterprises and universities shared and discussed their findings and experience in FML as an emerging AI technology.
This workshop received 40 papers, of which 12 were presented during the workshop, 19 presented via poster. Awards include Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award, Best Presentation Award. Selected high quality papers will be invited for publication in a special issue in the IEEE Intelligent Systems journal. All these attracted numerous scholars to engage in discussions and join efforts for building the FML ecosystem.
Experts from IBM and Google Share Groundbreaking Findings with a Focus on the Theory and Application of FML
Privacy and security are becoming a key concern in our digital age. On 25th May last year, the implementation of General Data Protection Regulation (GDPR) by the EU, the toughest Act on data privacy protection, stressed that user data collection must be open and transparent. A series of laws and regulations from China and overseas also pose new challenges to the traditional way of handling data and model for cooperation. Seeking ways for AI to adapt to this new reality became top priority, a demand that led to this workshop on FML.
A wealth of solutions and breakthroughs were shared by Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google in their speech on FML.
Besides how FML can help tackle challenges in the business world, Dr. Shahrokh Daijavad also shared the concept of Fusion AI, which means to train models on widely distributed data sets, but fuse them to produce one equivalent to what centralized training would yield. “Unlike traditional machine learning, in Fusion AI, model parameters are shared and data is not transferred, which makes Fusion AI model better than models that moving data centrally.” Given the widely distributed data, the development of Fusion AI and FML became ever important and imminent.
“FML enables machine learning engineers and data scientists to work productively with decentralized data with privacy by default,” said Dr. Jakub Konečný from Google. He also shared with us how FML works and its use cases at Google. In the case of Gboard, as on-device data is privacy sensitive or large or is more relevant than server-side proxy data, and labels can be inferred naturally via user interaction, the application of Federated RNN compared to prior n-gram model can increase the accuracy of next-word prediction by 24%, and the click rate of prediction strip by 10%.
Major Figure Panelists Discuss the Way Ahead for FML
The moderator of the panel discussion, AI Principal Scientist of WeBank Dr. Lixin Fan joined panelists including Professor Benny Pinkas from Bar-Ilan University, Dr. Shahrokh Daijavad of IBM Academy of Technology, Chief Architect of Squirrel AI Dr. Richard Tong, Research Scientist of Google Dr. Jakub Konečný, Dr. Baofeng Zhang from CTO Office of CBG Software in Huawei, Executive VP of Clustar Dr. Junxue Zhang, VP of AI Institute in Sinovation Ventures Dr. Ji Feng and other experts in a host of in-depth exchanges with attendees, to shed light on the way ahead for FML.
Experts shared thoughts in the panel discussion on questions including but not limited to: How to meet the security and compliance requirements? Is there a way to extend the value of data while observing user privacy and data security? Given the classic trade-off between data regulation and development of AI, how to achieve the long-term goal of establishing a stable and win-win business ecosystem?
List of Award-Winners
Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award and Best Presentation Award selected by all attendees were announced at the closing of the workshop.
Best Theory Paper Award:
Preserving User Privacy for Machine Learning: Local Differential Privacy or Federated Machine Learning? By Huadi Zheng, Haibo Hu & Ziyang Han;
Best Application Paper Award:
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare. By Yiqiang Chen, Jindong Wang, Chaohui Yu, Wen Gao & Xin Qin;
Best Student Paper Award:
Quantifying the Performance of Federated Transfer Learning. By Qinghe Jing, Weiyan Wang, Junxue Zhang, Han Tian & Kai Chen;
Best Presentation Award:
Federated Generative Privacy. By Aleksei Triastcyn and Boi Faltings.
President of IJCAI, Chief AI Officer of WeBank Professor Qiang Yang, Chief Architect of Squirrel AI Dr. Richard Tong, andVP of AI Institute in Sinovation Ventures Dr. Ji Feng presented the awards.
“The mission of this International Federated Machine Learning Workshop is to facilitate further understanding in the academia, business community as well as legal and regulatory institutions by promoting the establishment of FML ecosystem in the hope that more businesses will join and build a platform for students aspired to work in FML to find research teams that suit them,” said Professor Qiang Yang.
Held Aug. 10-16, 2019 in Macao, China, IJCAI-19 is one of the leading International Academic Conference on AI, attracting over 3000 AI research personnel and experts. The 1st International Workshop on Federated Machine Learning (FML’19) was a highlight for experts joining this event. Visionaries in the academia and industrial sector expressed the willingness to be part of the effort for academic research, application of FML in the future, and the development and boom of AI ecosystem.
Supply Chain Management Association Becomes Supply Chain Canada
At its AGM yesterday, the Supply Chain Management Association announced its name change to Supply Chain Canada. The association also launched a new website as part of an overall rebranding initiative.
“The new name and look are part of a transformation that we have undertaken as the association enters its second century,” said Christian Buhagiar, President & CEO of Supply Chain Canada. “Today’s supply chains are dynamic and fast-paced. The association for Canada’s supply chain professionals must reflect that.”
Through the rebranding process, the association has also acquired a meaningful new logo and tagline, “Professionals advancing the future.”
The logo’s maple leaf design not only conveys our nationality; it also represents the connectedness of the supply chain, illustrating the networks and collaboration that are so essential to supply chain success, and the interconnectedness of the association’s federation, institutes and members. Its connected dots can be seen, as well, as the complex route of a global supply chain.
“Professionals advancing the future” succinctly communicates both the professional status of supply chain practitioners and their forward-looking perspective. It is intended to:
- Elevate the perception of supply chain practitioners as professionals, acknowledging the value they bring to their organizations and to the Canadian economy.
- Encompass the several ways that the association and its members “advance” – in their personal careers and knowledge, and for the profession, the country and the economy.
- Express the future focus of the association – with its emphasis on the development of skills and policies – and of the supply chain itself, now so focused on AI, blockchain, robotics, automation and so on.
The new website, now at www.supplychaincanada.com, is enhanced with a modern look and new functionality that enables location-based content for users across Canada.
These changes are not simply style enhancements. They are part of a larger plan to strengthen the association. Supply Chain Canada consolidates the organization’s brand across the country under a single name in every province and territory, removing any possible confusion from its federation structure. “The unity that this will ensure will help us improve recognition in the sector, and thereby provide stronger leadership to the Canadian supply chain community,” said Buhagiar.
The association’s transformation began in 2018 with a new vision and mission, as well as an ambitious three-year strategic plan. The new name and rebranding announced yesterday are part of a larger evolution that will continue over the next two years with the introduction of new and revised educational offerings, new initiatives to engage with industry, more value-added membership benefits and more.
SOURCE Supply Chain Canada
Export Portal to Address Best Practices in Sustainable Trade Facilitation at the Asia-Pacific Trade Facilitation Forum
Export Portal CEO Ally Spinu will be adding her take on the alignment of trade facilitation and sustainable development goals at a session at the 9th Asia-Pacific Trade Facilitation Forum (APTFF) in New Delhi.
“The Asia-Pacific region is a wealth of unexplored opportunities which lay deep in the communities of local businessmen and women that just need support in bringing their amazing products to the world to see and buy,” Ms. Spinu said. “I am looking forward to this event and being a part of the change that will help local businesses from this part of the world sell their products globally. I deeply believe that shifting attention to developing SMEs is the major change international trade and local economies have been waiting for.”
This year’s APTFF will focus on how digital and sustainable trade facilitation measures and practices can bring prosperity in the Asia-Pacific region. The forum will investigate opportunities from trade digitalization for sustainable progress of the area and challenges ahead in materializing such opportunities. APTFF will feature panel discussions as well as interactive and informative sessions. These sessions will allow participants to share experiences and perspectives on different aspects of trade facilitation, including trade finance, cross-border eCommerce and paperless trade, transit, innovative application of emerging technologies, and more. APTFF will bring relevant regional initiatives and implementation cases to each session, making it a unique opportunity to share knowledge and practical lessons. The forum will also include many side-events providing a more in-depth exploration of the pertinent trade facilitation issues.
“Agricultural products are the fastest category and industry growing within Export Portal, and I can say that is just natural that SMEs around the world are actively looking for new ways for selling their products around the world,” Ms. Spinu said. “The role of innovative technologies such as Export Portal is crucial in helping these SMEs integrate within the world supply chain of food with ease and at optimal costs. I want to explain the current issues existing within SMEs’ integration in international trade due to the high cost involved and how technology slowly but surely changes this.”
Export Portal’s trade goals align directly with the purpose of this session, as its international B2B trade platform is an affordable and all-encompassing solution for SMEs all over the world. The features that are available and being developed on Export Portal, such as the panel of experts (EP+), the educational hub (EPU), and data flow insights (EPI), provide SMEs with the resources they need to trade effectively on an international scale safely, securely, and efficiently.
The Digital and Sustainable Trade Facilitation for Regional Prosperity session is co-organized by ADB, ESCAP, Ministry of Commerce, India and Confederation of Indian Industry and will be held on Wednesday, September 18, from 9:00 to 10:45 AM.
SOURCE Export Portal
MIT-IBM Watson AI Lab Convenes Top Researchers for Second Annual AI Research Week
The MIT-IBM Watson AI Lab (NYSE: IBM) is hosting its second annual AI Research Week, September 16-20, in Cambridge, MA. The five-day conference will explore leading themes in today’s field of AI including neurosymbolic computing and semantic reasoning in machine learning, AI security and safety, inclusive design of AI for all communities, trustworthy and explainable AI, and industry applications of AI.
The MIT-IBM Watson AI Lab is a joint research effort to drive fundamental advances in artificial intelligence. Since its founding in 2017, the lab has become an integral component of IBM’s AI Research strategy and is spearheading 48 AI-related research projects.
Dario Gil (Director, IBM Research), joined by top AI researchers:
- Yoshua Bengio (A.M. Turing Award Winner and Pioneer of AI and Deep Learning)
- Josh Tenenbaum (Professor, Dept. of Brain and Cognitive Sciences, MIT)
- Laura Shulz (Dept. of Brain and Cognitive Sciences at MIT, Primary Investigator of the MIT Early Childhood Cognition Lab)
- Roger Levy (Associate Professor, Dept. of Brain and Cognitive Sciences at MIT, Director of the Computational Psycholinguistics Laboratory)
Additional discussions will feature David Cox (IBM Director, MIT-IBM AI Watson Lab), Lisa Amini (Director, IBM Research Cambridge), and Antonio Torralba (MIT Director, MIT-IBM AI Watson Lab), addressing key topics including: progress of the MIT-IBM AI Watson Lab to date and future goals; transitioning AI research to industry; and self-supervised learning of AI.
The conference will also showcase research and thought leadership from scientists and students affiliated with Massachusetts Institute of Technology; the University of California, San Diego; the University of Maryland, Baltimore County; the University of Illinois, Urbana-Champaign; Boston University; Rensselaer Polytechnic Institute; the University of Montreal; the University of Massachusetts, Amherst; and the Cambridge and Boston community.
AI Research Week is a technical conference featuring top AI thought leaders from around the world sharing the latest insights on the field of AI. The five-day gathering will also consist of panels, workshops, networking and mentorship all geared towards forging new ideas and discussion around advancements in AI.
WHEN & WHERE:
September 16-20, 2019, times for events vary. AI Research Week events will be held at MIT and IBM in Cambridge, MA. While many events will occur at the MIT Samberg Conference Center, 50 Memorial Dr, Cambridge, MA 02142, it is best to check the schedule for specific event locations and times.
Monday, September 16: Kick-off the week with a poster and networking session where researchers from the MIT-IBM Watson AI Lab and IBM’s AI Horizons Network of university collaborators will showcase projects underway that are shaping the future of AI.
The afternoon will feature a round robin event designed to help match various student communities in the Boston area with a mentor, specifically those in Latinx, BlackinAI, Women in Machine Learning, and LGBTQ. This session will include 15 tables, each with a different topic, and mentors from IBM, as well as other speakers from AI Research Week, designed to connect students with a mentor.
Tuesday, September 17: Yoshua Bengio, full professor and head of the Montreal Institute for Learning Algorithms (MILA), University of Montreal, and Dario Gil, Director of IBM Research, begin the AI Horizons Colloquium with a Welcome Address, followed by a full day of talks and discussion featuring AI experts from academia and industry.
NOTE: The Colloquium (all day) will be livestreamed here.
Other Colloquium speakers include:
- Saska Mojsilovic, head of AI Foundations, IBM Research and Co-Director of IBM Science for Social Good, will discuss how people can begin to trust AI.
- Collin Stult, Professor of Electrical Engineering and Computer Science Institute for Medical Engineering and Science and MIT faculty at Harvard-MIT Division of Health Sciences and Technology Cardiologist, will discuss whether useful machine learning will be used clinically in the near future.
Wednesday, September 18: The NASA ISS Program Science Office and the ISS U.S. National Laboratory, along with IBM Research, will launch a unique opportunity to learn about the International Space Station. Guests will be able to speak with representatives and researchers about the future of AI intersecting with the future of research in space. The event also includes a competition and special session where researchers and students can pitch “ISS meets AI” project ideas to a panel of space experts from NASA, the ISS, IBM, and MIT.
Latest News2 months ago
Galaxy Digital Announces Approval of License to Underwrite Registered Public Offerings of Securities
Latest News2 months ago
SRAX CEO Christopher Miglino to Appear Today on Yahoo Finance LIVE “YFi AM”
Fintech5 months ago
New App Makes Proxy Voting Easier for Individual Investors
Latest News3 months ago
Huobi Says: The Crypto Industry Should Embrace Industry Standards & Compliance At V20
Latest News2 months ago
NTT DATA Presents the Future of Digital Acceleration
Latest News2 months ago
XRHealth Opens Platform to Third Party Developers to Create Robust VR Healthcare Experiences
Latest News2 months ago
Alpine 4 Technologies (ALPP) Expects to Report Q2 2019 Revenue Growth of 95% over Q2 2018
Fintech4 months ago
Broadridge Announces Innovations for the Updated European Shareholder Rights Directive