Scientific AI refers to the application of artificial intelligence methods to accelerate scientific discovery and understanding across disciplines such as physics, biology, chemistry, and engineering. It integrates machine learning with domain knowledge, simulations, and experimental data to model complex systems, identify patterns, and generate hypotheses. Scientific AI enables tasks such as drug discovery, climate modeling, materials design, and data-driven experimentation, improving efficiency and insight in research workflows.
AI interpretability has long been the focus, but what if it’s only part of the story? New research introduces model semantics, a framework for understanding what AI systems truly represent and how their internal structures connect to real-world phenomena.
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NEC Laboratories America, Inc. (NEC Labs) is the US-based center for NEC Corporation’s global network of corporate research laboratories. Our diverse research groups collaborate with industry, academia and governments to provide disruptive solutions to complex problems. A leader in the integration of IT and network technologies with more than 100 years of expertise, NEC provides a combination of products and solutions that cross-utilize the company’s experience and global resources to meet the complex and ever-changing needs of its customers.