Fintech PR
WeBank, IBM and Other Organizations Jointly Held the 1st International Workshop on Federated Machine Learning in conjunction with IJCAI 2019
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.
Fintech PR
President Emmerson Mnangagwa met this week with Zambia’s former Vice President and Special Envoy Enoch Kavindele to discuss SADC’s candidate for the AfDB
President Mnangagwa, who is SADC Chairperson, reaffirmed his own country’s and SADC’s enthusiastic support for Zambian candidate Sam Maimbo
LUSAKA, Zambia, Dec. 20, 2024 /PRNewswire/ — Special Envoy Kavindele released the following statement following the meeting:
“I am elated to witness the growing success and momentum of Sam Maimbo’s candidacy to become the next President of the African Development Bank. I am filled with gratitude to our friends across both SADC and COMESA for their continued support and good wishes.
Sam has garnered such wide consensus due to his being uniquely qualified to deliver the transformative change and empowerment our continent needs. Sam’s 30 years in development work is defined by driving outcomes, improving processes, and investing in people. The AfDB needs a hands-on leader who is laser focused on delivering results and who is unafraid of making tough decisions in order to best serve our continent. Sam is that leader. Sam has the track record and experience to drastically enhance the pace, scale, and impact of the Bank’s work in service of the people and governments of Africa.
Our region has a proud history of supporting fellow Southern Africans. For example, we all recall Lusaka’s role in hosting the African National Congress’ headquarters during the dark days of Apartheid oppression.
It therefore gives me no pleasure to observe my South African brothers, who have themselves leant on Zambia’s steadfast friendship over many decades, fail to rally behind both SADC and COMESA’s chosen candidate for the AfDB. Africa’s urgent economic development challenges demand transformational leadership at the AfDB, it is all of our responsibility to put forward the best candidate for the job. This is not the time or place for a government to act with narrow self-interest, we all must act in the continent’s and AfDB’s best interest.
I thank Sam Maimbo for his lifelong service to our entire continent, and I am eager to witness his enormous impact as President of the AfDB.”
Fintech PR
Stay Cyber Safe This Holiday Season: Heimdal’s Checklist for Business Security
LONDON, Dec. 20, 2024 /PRNewswire/ — Heimdal Security shares a practical holiday cybersecurity checklist, offering expert insights to help businesses safeguard against cyber threats this festive season.
With reduced staffing, remote work setups, and a surge in online shopping creating heightened vulnerabilities, this guide offers actionable tips to enhance business security.
Going beyond basic advice, the checklist also highlights the most common holiday scams and features videos showcasing real-life examples of Christmas-themed cyber scams and effective prevention strategies.
Key Tips to Protect Businesses This Holiday Season:
- Strengthen endpoints: Ensure devices are updated with antivirus and endpoint protection software; consider Endpoint Detection and Response (EDR) and application whitelisting.
- Prepare for phishing spikes: Train staff to identify suspicious emails, enforce robust email filters, and establish protocols for reporting unusual activity.
- Secure remote access: Mandate VPN usage, monitor unusual logins, and deactivate inactive accounts temporarily.
- Segment and shield networks: Isolate sensitive areas, deploy DNS security and advanced firewalls, and maintain full visibility over network traffic.
- Apply timely patches: Regularly update all systems and test patches in a controlled environment to minimize disruptions.
- Mitigate supply chain risks: Assess vendors thoroughly and limit their access to essential systems.
- Have a response plan ready: Tailor incident protocols for the holidays, create an on-call rotation for the IT team, and enable rapid action against suspicious activity.
“ Cybercriminals thrive on holiday distractions, but with proactive measures like phishing training, secure endpoints, and network segmentation, businesses can stay ahead of potential threats,” said Alex Panait, System Administrator at Heimdal Security.
Common Holiday Scams That Businesses Should Watch For:
Cybercriminals often tailor their tactics to exploit the festive season. The most common scams include:
- Spear phishing: Emails disguised as holiday bonuses or event invitations that steal credentials or spread malware.
- Malicious holiday E-Cards: Festive greetings that contain links deploying ransomware or spyware.
- Fake E-Commerce sites: Fraudulent websites offering discounts to steal payment information.
- Insider threats: Distracted or disgruntled employees mishandling or exploiting sensitive data.
- Corporate travel scams: Fake booking platforms targeting business travelers.
- Business email compromise (BEC): Fraudulent requests for urgent wire transfers during year-end financial rushes.
For more, read the full article here or watch the video on YouTube to see how these threats unfold and learn actionable prevention strategies.
About Heimdal:
Established in Copenhagen in 2014, Heimdal® empowers CISOs, security teams, and IT administrators to improve their security operations, reduce alert fatigue, and implement proactive measures through a unified command and control platform.
Heimdal’s award-winning cybersecurity solutions span the entire IT estate, addressing challenges from endpoint to network levels, including vulnerability management, privileged access, Zero Trust implementation, and ransomware prevention.
For further press information:
Madalina Popovici
Media Relations Manager
[email protected]
View original content:https://www.prnewswire.co.uk/news-releases/stay-cyber-safe-this-holiday-season-heimdals-checklist-for-business-security-302337465.html
Fintech PR
According to Tickmill survey, 3 in 10 Britons in economic difficulty: Purchasing power down 41% since 2004
The people who have the most problems are women (30%) and are between 35 and 49 years old (39%)
ROME, Dec. 20, 2024 /PRNewswire/ — The purchasing power in the UK has dropped by 41% over the last 20 years. Today, £100,000 left in a bank account since 2004 without being invested would now be worth £59,021.
This figure is one of the findings from a study conducted by Tickmill, an international online trading broker that compared the economic situation in the UK and the European Union through the infographic “Purchasing Power and Cost of Living: UK vs EU”.
The analysis reveals a slight decline of 0.4% in the UK’s purchasing power, which currently stands at £41,573. In contrast, the European Union has seen a modest rise of 0.1%, reaching £40,874.
Why is purchasing power declining in the UK? One key factor is the cost of living. If the UK were still part of the European Union, it would rank as the fifth most expensive country, behind Ireland, Luxembourg, Denmark, and the Netherlands.
Unsurprisingly, 3 in 10 Britons are struggling with the cost of living. Women (3 in 10, compared to 25% of men), those aged between 35 and 49 (4 in 10), households earning less than £15,000 (6 in 10), and single parents (1 in 2) are among the most affected groups.
Among UK nations, Northern Ireland is the hardest hit, with 34% of its population facing financial difficulties, followed by Wales (31%), England (28%), and Scotland (22%). In England, the North East has the highest percentage of people struggling, with 4 in 10 residents affected. Even in London, the high costs impact 1 in 4 adults.
In response to these challenges, Britons are making significant adjustments:
- 53% have cut back or delayed spending on smaller items like eating out, entertainment, subscriptions, clothing, toys, books, etc.;
- 52% have reduced household energy consumption;
- 48% have decreased their grocery spending;
- 41% have scaled back or postponed major expenditures, such as holidays, cars, and weddings;
- 26% are working longer hours, taking on overtime, or pursuing additional jobs to earn extra income.
The British also made changes on the financial side. One in four adults has been forced to dip into their savings or investments to cover daily expenses. Moreover, 44% have stopped saving or investing entirely or have reduced their savings and investments—a 4% increase compared to 2023.
The lack of investment is another critical factor contributing to the decline in purchasing power. It is estimated that 13 million UK residents hold £430 billion in cash deposits but do not invest. The reasons? Seventy-four percent say they cannot compare investment products effectively, and 43% are afraid of losing their money.
A lack of knowledge and fear are preventing many savers from taking advantage of an important opportunity: preserving or increasing their purchasing power in the long term.
Photo: https://mma.prnewswire.com/media/2586123/Tickmill.jpg
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