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.
Machine learning & AI
Earlier this year, scientists discovered a peculiar term appearing in published papers: "vegetative electron microscopy."
Apr 15, 2025
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81
Security
Fraud is widespread in the United States and increasingly driven by technology. For example, 93% of credit card fraud now involves remote account access, not physical theft. In 2023, fraud losses surpassed $10 billion for ...
Apr 15, 2025
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44
Business
Social media company Meta said Monday that it will start using publicly available content from European users to train its artificial intelligence models, resuming work put on hold last year after activists raised concerns ...
Apr 14, 2025
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28
Computer Sciences
A digital twin is an exact virtual copy of a real-world system. Built using real-time data, they provide a platform to test, simulate, and optimize the performance of their physical counterpart. In health care, medical digital ...
Apr 10, 2025
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38
Computer Sciences
Data privacy comes with a cost. There are security techniques that protect sensitive user data, like customer addresses, from attackers who may attempt to extract them from AI models—but they often make those models less ...
Apr 10, 2025
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Computer Sciences
Today, almost everybody has heard of AI and millions around the world already use, or are exposed, to it—from ChatGPT writing our emails, to helping with medical diagnosis.
Apr 10, 2025
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29
Security
Fake news across social media is becoming ever easier to spread and more difficult to detect. That's thanks to increasingly powerful artificial intelligence (AI) and cuts to fact-checking resources by major platforms.
Apr 8, 2025
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43
Business
In February 2024, Reddit struck a $60 million deal with Google to let the search giant use data on the platform to train its artificial intelligence models. Notably absent from the discussions were Reddit users, whose data ...
Apr 3, 2025
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49
Software
In the digital age, the recovery of deleted data is a key challenge in digital forensics. With the constant increase in data volumes and storage methods, conventional methods are reaching their limits. This is where the Carve-DL ...
Mar 28, 2025
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49
Hi Tech & Innovation
Anyone who develops an AI solution sometimes goes on a journey into the unknown. At least at the beginning, researchers and designers do not always know whether their algorithms and AI models will work as expected or whether ...
Mar 28, 2025
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