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math.NA2023
Sharp error estimates for target measure diffusion maps with applications to the committor problem
Shashank Sule, Luke Evans, Maria Cameron
We obtain asymptotically sharp error estimates for the consistency error of the Target Measure Diffusion map (TMDmap) (Banisch et al. 2020), a variant of diffusion maps featuring i…
cs.LG2023★ 1 cited
On the limits of neural network explainability via descrambling
Shashank Sule, Richard G. Spencer, Wojciech Czaja
We characterize the exact solutions to neural network descrambling--a mathematical model for explaining the fully connected layers of trained neural networks (NNs). By reformulatin…