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
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
0
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
0
29
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
0
46
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
0
66
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
0
41
Computer Sciences
AI image generation—which relies on neural networks to create new images from a variety of inputs, including text prompts—is projected to become a billion-dollar industry by the end of this decade. Even with today's technology, ...
Jul 22, 2025
0
77
Computer Sciences
What began as a Ph.D. project has grown into a website with 120,000 unique visitors each year. With the platform OpenML, researcher Jan van Rijn is contributing to open science, aiming to make machine learning more transparent, ...
Jul 21, 2025
0
34
Machine learning & AI
Artificial intelligence is accelerating at breakneck speed, with larger models dominating the scene—more parameters, more data, more power. But here is the real question: Do we really need bigger to be better? We challenged ...
Consumer & Gadgets
Machine learning is an integral part of high-stakes decision-making in a broad swath of human-computer interactions. You apply for a job. You submit a loan application. Algorithms determine who advances and who is declined.
Jul 17, 2025
0
66
Machine learning & AI
Assessing the progress of new AI language models can be as challenging as training them. Stanford researchers offer a new approach.
Jul 15, 2025
0
50
