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Concept-based Visual Counterfactual Explanations with Diffusion Models

arXiv cs.AI · 2026-07-28 Cached

Introduces C-VCE, a diffusion framework that builds an interpretable concept bottleneck layer into the generative model, enabling human-guided visual counterfactual explanations without relying on external noise-robust classifiers.

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#visual-explanations

New ways to learn math and science in ChatGPT

OpenAI Blog · 2026-03-10 Cached

OpenAI announced new interactive visual explanations in ChatGPT for learning math and science concepts, covering over 70 core topics that allow users to manipulate variables and see real-time effects on graphs and formulas. The feature is available globally across all plans and builds on previous educational tools like study mode and quizzes.

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