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.
Computer Sciences
Hospitals do not always have the opportunity to collect data in tidy, uniform batches. A clinic may have a handful of carefully labeled images from one scanner while holding thousands of unlabeled scans from other centers, ...
Nov 19, 2025
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Machine learning & AI
You've just finished a strenuous hike to the top of a mountain. You're exhausted but elated. The view of the city below is gorgeous, and you want to capture the moment on camera. But it's already quite dark, and you're not ...
Nov 18, 2025
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Security
Security researchers have developed the first functional defense mechanism capable of protecting against "cryptanalytic" attacks used to "steal" the model parameters that define how an AI system works.
Nov 17, 2025
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Security
Five minutes of training can significantly improve people's ability to identify fake faces created by artificial intelligence, new research shows.
Nov 12, 2025
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Computer Sciences
Researchers from Australia's national science agency CSIRO, Federation University Australia and RMIT University have developed a method to improve the detection of audio deepfakes.
Nov 11, 2025
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Computer Sciences
A database of more than 10,000 human images to evaluate biases in artificial intelligence (AI) models for human-centric computer vision is presented in Nature this week. The Fair Human-Centric Image Benchmark (FHIBE), developed ...
Nov 5, 2025
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Hi Tech & Innovation
What is it that makes a super recognizer—someone with extraordinary face recognition abilities—better at remembering faces than the rest of us?
Nov 5, 2025
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Security
When you make a voice call through Zoom, FaceTime or WhatsApp, you're not just sharing what you say. You're revealing your age, gender, emotional state, social background and personality—a biometric fingerprint just as ...
Oct 28, 2025
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Machine learning & AI
Like humans, artificial intelligence learns by trial and error, but traditionally, it requires humans to set the ball rolling by designing the algorithms and rules that govern the learning process. However, as AI technology ...
Computer Sciences
A new "blueprint" for building AI that highlights how the technology can learn from different kinds of data—beyond vision and language—to make it more deployable in the real world, has been developed by researchers at ...
Oct 21, 2025
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