Conference Information

MDS 2026: SIAM Conference on Mathematics of Data Science

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Submission Date:
2026-05-18
Notification Date:
Conference Date:
2026-11-16
Location:
Salt Lake City, Utah, USA
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Call For Papers

MDS 2026 (SIAM Conference on Mathematics of Data Science) is an academic conference held in Salt Lake City, Utah, USA on 2026-11-16. The paper submission deadline is 2026-05-18.

Included Themes Applications of data science (DS), machine learning (ML), and artificial intelligence (AI) in all scientific disciplines Approximation theory Computational linear algebra and tensor methods Graphs, network science, and discrete structures High dimensional geometry and topology of data Interpretability, fairness, explainability of data-driven models Mathematics of AI and ML Operator Learning Optimization and Control Parallel and high-performance computing Randomized algorithms Software, reproducibility & data ecosystems Statistical learning theory Uncertainty and probabilistic modeling Focus Topics Dimensionality reduction and embeddings Emergent properties of AI models Generative AI (theory and applications) Geometric and topological data analysis Graph neural networks Inverse problems Privacy/interpretability/explainability/ethics/policy of AI, ML, and DS Parallel/distributed/scalable optimization Probabilistic graphical models Uncertainty quantification
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