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cs.LG2025
From Tiny Machine Learning to Tiny Deep Learning: A Survey
Shriyank Somvanshi, Md Monzurul Islam, Gaurab Chhetri +8
The rapid growth of edge devices has driven the demand for deploying artificial intelligence (AI) at the edge, giving rise to Tiny Machine Learning (TinyML) and its evolving counte…
cs.LG2024
A Survey on Kolmogorov-Arnold Network
Shriyank Somvanshi, Syed Aaqib Javed, Md Monzurul Islam +2
This systematic review explores the theoretical foundations, evolution, applications, and future potential of Kolmogorov-Arnold Networks (KAN), a neural network model inspired by t…
cs.LG2024
A Survey on Deep Tabular Learning
Shriyank Somvanshi, Subasish Das, Syed Aaqib Javed +2
Tabular data, widely used in industries like healthcare, finance, and transportation, presents unique challenges for deep learning due to its heterogeneous nature and lack of spati…