Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI

Author:

Ede Sami,Baghdadlian Serop,Weber LeanderORCID,Nguyen An,Zanca Dario,Samek WojciechORCID,Lapuschkin SebastianORCID

Publisher

Springer International Publishing

Reference47 articles.

1. Alber, M., et al.: iNNvestigate neural networks! J. Mach. Learn. Res. 20(93), 1–8 (2019)

2. Anders, C.J., Neumann, D., Samek, W., Müller, K.-R., Lapuschkin, S.: Software for dataset-wide XAI: from local explanations to global insights with Zennit, CoRelAy, and ViRelAy. arXiv preprint arXiv:2106.13200 (2021)

3. Bach, S., Binder, A., Montavon, G., Klauschen, F., Müller, K.-R., Samek, W.: On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation. PLoS ONE 10(7), e0130140 (2015)

4. Baehrens, D., Schroeter, T., Harmeling, S., Kawanabe, M., Hansen, K., Müller, K.-R.: How to explain individual classification decisions (2010)

5. Lecture Notes in Computer Science;D Becking,2022

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1. Memory Replay For Continual Learning With Spiking Neural Networks;2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP);2023-09-17

2. Harnessing the Power of Explanations for Incremental Training: A LIME-Based Approach;2023 31st European Signal Processing Conference (EUSIPCO);2023-09-04

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