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Sourav Mishra

2 accepted papers

2025

REAct: Rational Exponential Activation for Better Learning and Generalization in PINNs

ICASSP 2025accepted

Physics-Informed Neural Networks (PINNs) offer a promising approach to simulating physical systems. Still, their application is limited by optimization challenges, mainly due to the lack of activation functions that generalize well across several physical systems. Existing activation functions often…

Cited by 0SourceScholar
2023

A Memory-Free Evolving Bipolar Neural Network for Efficient Multi-Label Stream Learning

ICASSP 2023accepted

Many fields, like document tagging, video labeling, and medical analysis, require associating the samples with multiple non-exclusive labels, driving the research in multi-label learning. Unlike several multi-label learning setups, practical applications are challenging because they need learning fr…

Cited by 0SourceScholar