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
A new approach called open ad-hoc categorization (OAK) helps AI systems dynamically reinterpret the same image differently depending on the categorization context, rather than using fixed visual interpretation. A University ...
Aug 6, 2025
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31
Computer Sciences
AI is a relatively new tool, and despite its rapid deployment in nearly every aspect of our lives, researchers are still trying to figure out how its "personality traits" arise and how to control them. Large learning models ...
Machine learning & AI
OpenAI on Tuesday released two new artificial intelligence (AI) models that can be downloaded for free and altered by users, to challenge similar offerings by US and Chinese competition.
Aug 5, 2025
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40
Computer Sciences
When it comes to cybersecurity, humans are often seen as the weakest link, but new research suggests that with a little help, people can do a surprisingly effective job at identifying malware.
Aug 5, 2025
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59
Security
New vulnerabilities have emerged with the rapid advancement and adoption of multimodal foundational AI models, significantly expanding the potential for cybersecurity attacks. Researchers at Los Alamos National Laboratory ...
Aug 4, 2025
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46
Computer Sciences
A new artificial intelligence (AI) tool could make it much easier—and cheaper—for doctors and researchers to train medical imaging software, even when only a small number of patient scans are available.
Aug 1, 2025
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86
Engineering
In a bid to improve quality control and reduce production errors, manufacturers are increasingly adopting automated anomaly detection systems. These systems automatically identify defects in manufacturing products and are ...
Jul 31, 2025
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Business
Palantir, an American data analysis and artificial intelligence company, has emerged as Silicon Valley's latest tech darling—one that makes no secret of its macho, America-first ethos now ascendant in Trump-era tech culture.
Jul 29, 2025
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Machine learning & AI
TrainCheck uses training invariants to find the root cause of hard-to-detect errors before they cause downstream problems, saving time and resources.
Jul 24, 2025
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50
Computer Sciences
In a world increasingly shaped by artificial intelligence, the question of how machines make decisions under uncertain conditions grows more urgent every day.
Jul 23, 2025
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