2 papers
cs.LG2025
Who Does What in Deep Learning? Multidimensional Game-Theoretic Attribution of Function of Neural Units
Shrey Dixit, Kayson Fakhar, Fatemeh Hadaeghi +3
Neural networks now generate text, images, and speech with billions of parameters, producing a need to know how each neural unit contributes to these high-dimensional outputs. Exis…
cs.LG2022
Causal Influences Decouple From Their Underlying Network Structure In Echo State Networks
Kayson Fakhar, Fatemeh Hadaeghi, Claus C. Hilgetag
Echo State Networks (ESN) are versatile recurrent neural network models in which the hidden layer remains unaltered during training. Interactions among nodes of this static backbon…