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Akshay Dhalpe

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#artificial intelligence Preprint Oct 2026

pi-Net: Empirical Latent Representations for Differentiable Physics Heads in Data-Scarce Systems

Developing reliable predictive models for multi-physics systems often forces a compromise between computationally demanding physical simulators and data-hungry, opaque machine learning (ML) algorithms. While incorporating dimensional analysis into directed computation graphs offers a structurally sound alternative to e...

Akshay Dhalpe, Arnab Chattopadhyay, S. B. Balani et al. · 0 citations

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