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cs.LG2024
Riemann Sum Optimization for Accurate Integrated Gradients Computation
Swadesh Swain, Shree Singhi
Integrated Gradients (IG) is a widely used algorithm for attributing the outputs of a deep neural network to its input features. Due to the absence of closed-form integrals for dee…
math.NA2024
Strengthening Interpretability: An Investigative Study of Integrated Gradient Methods
Shree Singhi, Anupriya Kumari
We conducted a reproducibility study on Integrated Gradients (IG) based methods and the Important Direction Gradient Integration (IDGI) framework. IDGI eliminates the explanation n…