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cs.LG2025
Kolmogorov Arnold Networks (KANs) for Imbalanced Data -- An Empirical Perspective
Pankaj Yadav, Vivek Vijay
Kolmogorov Arnold Networks (KANs) are recent architectural advancement in neural computation that offer a mathematically grounded alternative to standard neural networks. This stud…
cs.LG2025
Certified Interpolation Oversampling: Per-Instance Safety Guarantees for Imbalanced Learning
Pankaj Yadav, Vivek Vijay
Synthetic minority oversampling is typically designed and evaluated against a predictive objective, generating samples that improve downstream classification. This paper pursues a…