https://mospsyde-ntu.github.io/tags/nlp/NLPHugo Blox Builder (https://hugoblox.com)en-usThu, 11 Jan 2024 00:00:00 +0000https://mospsyde-ntu.github.io/media/icon_hu_982c5d63a71b2961.pnghttps://mospsyde-ntu.github.io/tags/nlp/https://mospsyde-ntu.github.io/research/machine-learning/Thu, 11 Jan 2024 00:00:00 +0000https://mospsyde-ntu.github.io/research/machine-learning/<h2 id="overview">Overview</h2> <p>We build robust and interpretable ML models to accelerate scientific discovery across domains, with emphasis on generalization, uncertainty, and physical constraints.</p> <h2 id="focus-areas">Focus Areas</h2> <ul> <li>Physics-informed neural networks (PINNs)</li> <li>Graph neural networks for structured scientific data</li> <li>Interpretable models and reliability assessment</li> </ul> <h2 id="selected-publications">Selected Publications</h2> <ul> <li>See our recent work in Nature Machine Intelligence and NeurIPS.</li> </ul>