Trustworthy machine learning addresses methods for training and deploying models that are secure, privacy-preserving, and robust to manipulation. Work in this area develops federated and decentralized learning schemes, cryptographic and homomorphic encryption frameworks, and privacy-preserving compression to protect data and models. It also studies adversarial example generation and defenses, certified unlearning, bias and spurious correlation mitigation, and the use of synthetic and filtered data. Applications span fraud and cyberattack detection, fake news and deception detection, and secure automation systems.
Hi Tech & Innovation
In a study published in the journal Information Systems Research, Texas Tech University's Shuo Yu and his collaborators developed a generative machine learning model to detect instability before a fall occurs. The hope is ...
Jul 11, 2025
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Computer Sciences
Detecting writing via artificial intelligence is a tricky dance: Doing it right means being effective at identifying it while being careful not to falsely accuse a human of employing it. And few tools strike the right balance.
Jul 10, 2025
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Energy & Green Tech
Artificial intelligence (AI) can be made more sustainable by making practical changes, such as reducing the number of decimal places used in AI models, shortening responses, and using smaller AI models, according to research ...
Jul 9, 2025
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Security
In the heart of Data Center Alley—a patch of suburban Washington where much of the world's internet traffic flows—Visa operates its global fraud command center.
Jul 7, 2025
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Security
Researchers have discovered a modern solution to detect vault applications (apps) on smartphones, which could be a game-changer for law enforcement. The paper is published in the journal Future Internet.
Jun 27, 2025
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Machine learning & AI
In high-stakes situations like health care—or weeknight "Jeopardy!"—it can be safer to say "I don't know" than to answer incorrectly. Doctors, game show contestants, and standardized test-takers understand this, but most ...
Jun 26, 2025
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Hi Tech & Innovation
Scientists have revealed that Convolutional Neural Networks (CNNs), a type of deep learning algorithm, demonstrate superior performance compared to conventional non-machine learning approaches when used to detect lies and ...
Jun 26, 2025
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Energy & Green Tech
Time-consuming testing and computer simulations are bottlenecks in the design of new materials. A thesis from the University of Gothenburg aims to develop an AI model that can efficiently determine the durability and strength ...
Jun 24, 2025
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Business
NIMS and its collaborators have developed a model designed to predict the long-term durability of a range of heat-resistant steel materials by performing machine learning while preserving the confidentiality of each organization's ...
Jun 20, 2025
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35
Computer Sciences
Recently, text-based image generation models can automatically create high-resolution, high-quality images solely from natural language descriptions. However, when a typical example like the Stable Diffusion model is given ...
Jun 20, 2025
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