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413 articles found

MIT Spinout Themis AI Tackles Uncertainty in AI Models

MIT Spinout Themis AI Tackles Uncertainty in AI Models

Jun 10, 2025
MIT News | Massachusetts Institute of Technology

Themis AI, an MIT spinout co-founded by Professor Daniela Rus, has developed Capsa, a platform that can work with any machine learning model to detect and correct unreliable outputs in seconds by quantifying model uncertainty and addressing knowledge gaps.

AI Reasoning Models Crumble Under Complex Problems, Apple Study Reveals

AI Reasoning Models Crumble Under Complex Problems, Apple Study Reveals

Jun 09, 2025
Live Science

A new Apple study reveals cutting-edge AI reasoning models from OpenAI, DeepSeek, and others undergo 'complete accuracy collapse' when faced with highly complex problems, casting doubt on claims of imminent artificial general intelligence and exposing fundamental limitations in their ability to maintain logical reasoning.

Mastering Entropy: The Key to Unlocking Optimal Machine Learning Models

Mastering Entropy: The Key to Unlocking Optimal Machine Learning Models

May 20, 2025
Deepgram

Entropy, a measure of disorder and uncertainty in data, holds the key to unlocking optimal machine learning models by guiding feature selection, split criteria, and optimization, ensuring models strike the perfect balance between overfitting and underfitting for peak performance.

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