Substantial quantity and high quality are the golden rules of making a good training dataset with sample privacy protection equally important. Generating synthetic samples that resemble high-quality private data while ensuring Differential Privacy (DP), a formal privacy guarantee, promises scalability and practicality. However, existing methods relying on pre-trained models for data synthesis %that avoid fine-tuning large pre-trained generative models often struggle in data-deficient scenarios, suffering from limited sample size, inevitable generation noise and existing pre-trained model bias. To address these challenges, we propose a novel contrAstive private data Synthesis via Weighted multiple Pre-trained language models (PLM) framework, named as WASP. WASP utilizes limited private samples for more accurate private data distribution estimation via a Top-Q voting mechanism, and leverages low-quality synthetic samples for contrastive generation via collaboration among dynamically weighted multiple pre-trained models.Extensive experiments on 6 well-developed datasets with 6 open-source and 3 closed-source PLMs demonstrate the superiority of WASP in improving model performance over diverse downstream tasks. Code is available at https://anonymous.4open.science/r/WASP.

Machine learning (ML) is at the peak of popularity right now. This branch of artificial intelligence is attracting more and more investments, and its market value is growing at a rapid pace. As a result, from over $21 billion in 2022, the machine learning market will likely reach more than $209 billion in 2029! Even though many businesses are actively adopting this innovation to keep up with the competition, some companies are still hesitant. Today we'll convince you why business owners should step out of their comfort zone and hire a machine learning developer.

Every day, new organizations announce how AI is revolutionizing the industry with disruptive results . As more and more business decisions are based on AI and advanced data analytics it is critical to provide transparency to the inner workings within that technology. McKinsey Global InstituteHarvard Business Review According to a recent McKinsey Global Institute analysis, the financial services sector is a leading adopter of AI and has the most ambitious AI investment plans. In a related article by the Harvard Business Review, adoption will center on AI technologies like neural-based machine learning and natural language processing because those are the technologies that are beginning to mature and prove their value. Below, we explore a challenge and opportunity that is unique to the rapid adoption of machine learning.

To meet the society's demands for AI-based solutions and advance business performance, many new artificial intelligence companies appear each year and show promising results. What we can see today is the rise of some of them who keep expanding onto the global market and gaining credibility.

Global business leaders harbor major concerns over the decisions and omissions made by Artificial Intelligence (AI) systems – despite the fact that 60% of companies now use them. Dentons, the world's largest law firm, has conducted a survey of global business leaders on their organizations' use of AI, as well as on the risks and opportunities presented by AI technologies. 'AI has become part of everyday life and businesses are riding a wave of optimism as they pursue growth strategies that incorporate the implementation of these fast-developing technologies,' said Giangiacomo Olivi, Dentons' Co-Head of Europe Data Privacy and Cybersecurity, Intellectual Property and Technology. 'However, global business leaders are beginning to ask serious questions about where the responsibility for good governance, regulation and compliance sits. We urgently need to start a dialogue on the controls needed to protect businesses, customers, shareholders and communities.

Artificial Intelligence (AI) will have a massive impact on the global economy and Romania has huge potential in this field, fuelled by its talent pool in fields like robotics, technology, and IT. We've been hearing it constantly over the last few years, but what does the beginning of the year look like for AI in Romania? Artificial Intelligence represents an opportunity that Romania cannot afford to miss in terms of its economic development. As a general context, the European Union is pursuing a digital strategy that builds on technology, innovation, and ingenuity, projecting European values onto the international stage. The recently presented White Paper on Artificial Intelligence (AI) and the European data strategy show that Europe can set global standards on technological development while putting people first.

Global spending on artificial intelligence (AI) systems is expected to maintain its strong growth trajectory as businesses continue to invest in projects that use the capabilities of AI software and platforms. Spending on AI systems is expected to reach USD 97.9 billion in 2023, more than two and one half times the USD 37.5 billion that will be spent in 2019, according to the recently updated International Data Corporation (IDC) Worldwide Artificial Intelligence Systems Spending Guide. The compound annual growth rate (CAGR) for the 2018-2023 forecast period will be 28.4 percent.

These days, voice assistants are everywhere. The chances are that you're already using an assistant in your personal life, to manage your smart home, play music on demand, or just get information from your smartphone. In the US alone, 77 million adults use voice assistants in their cars, while 45.7 million use them in their homes. Now, with Alexa for Business, you can discover the benefits of having a virtual voice assistant in your office too. Alexa for Business helps you to get more done when you're at your desk or on the go.

Opening a cognitive computing center in Romania is on the list of upcoming activities of the American IT company – IBM. The Ministry of Communications and Information Society has recently informed the public about the ongoing negotiations with IBM on setting up a specialized center for cognitive technology in Romania, as reported by Business Review. According to their statement, the Romanian government has already signed a memorandum of understanding with IBM. Both the Ministry of Education and Research and the Ministry of Communications and Information Society have emphasized the importance of cognitive computing technology as a prosperous growth area for Romania. They have identified it as a high potential for the country to become a leader in the industry.