Dr.-Ing. Herbert Mangesius

Thermodynamics-inspired explanations of artificial intelligence In recent years, predictive machine learning models have gained prominence across various scientific domains. However, their black-box nature necessitates establishing trust in them before accepting their predictions as accurate. One promising strategy involves employing explanation techniques that elucidate the rationale behind a model’s predictions in a way that humans can understand. However, assessing the degree of human interpretability of these explanations is a nontrivial challenge. In this work, the researchers introduce interpretation entropy as a universal solution for evaluating the human interpretability of any linear model. Using this concept and drawing inspiration from classical thermodynamics, they present Thermodynamics-inspired Explainable Representations of AI and other black-box Paradigms, a method for generating optimally human-interpretable explanations in a model-agnostic manner. They demonstrate the wide-ranging applicability of this method by explaining predictions from various black-box model architectures across diverse domains, including molecular simulations, text, and image classification. https://lnkd.in/eh7a-twW

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In his new blog post, synthesizing the work he's presented in his recent papers, Qitian Wu introduces the latest advances in out-of-distribution generalization on graphs, "an important yet under-explored problem in machine learning."

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In his new blog post, synthesizing the work he's presented in his recent papers, Qitian Wu introduces the latest advances in out-of-distribution generalization on graphs, "an important yet under-explored problem in machine learning."

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Read the Financial Times article on ETH spin-off Mimic raising $2.5 million for AI-powered robotic hands. We congratulate. 🥳 "Our vision is to have a general purpose foundational model so that you can give the robot language commands, like ‘Robot, pour me a beer," says Mimic co-founder Elvis Nava. Article & Image: Sifted Mentioned: mimic, Financial Times, Elvis Nava, ANYbotics #HumanoidRobots #AIRobotic #Startup

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