Author

Pinki Khatun

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Jul 2026

Physics-Informed Broad Learning System: An Efficient Backpropagation-Free Framework for Solving Partial Differential Equations

This work proposes a novel physics-informed broad learning system (PI-BLS), the first physics-informed learning framework based on broad RdNNs that achieves competitive and often superior performance with reduced training time and model parameters compared with conventional PINNs.

Pinki Khatun, M. Sajid, Abhinav Jha et al. · arXiv.org · 0 citations