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cs.LG2025★ 1 cited
REAct: Rational Exponential Activation for Better Learning and Generalization in PINNs
Sourav Mishra, Shreya Hallikeri, Suresh Sundaram
Physics-Informed Neural Networks (PINNs) offer a promising approach to simulating physical systems. Still, their application is limited by optimization challenges, mainly due to th…
cs.LG2024
Towards Improved Imbalance Robustness in Continual Multi-Label Learning with Dual Output Spiking Architecture (DOSA)
Sourav Mishra, Shirin Dora, Suresh Sundaram
Algorithms designed for addressing typical supervised classification problems can only learn from a fixed set of samples and labels, making them unsuitable for the real world, wher…
cs.LG2021
Confidence Conditioned Knowledge Distillation
Sourav Mishra, Suresh Sundaram
In this paper, a novel confidence conditioned knowledge distillation (CCKD) scheme for transferring the knowledge from a teacher model to a student model is proposed. Existing stat…