Ablation Studies in Artificial Neural Networks.¶
Meyes, R., Lu, M., Puiseau, C. W. d., & Meisen, T. (2019). Ablation Studies in Artificial Neural Networks.
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Primes¶
- Minimal Pairs
- Single-factor experiments are formal minimal-pair designs. Ablation in machine learning. Train two models differing only in whether they contain one component; attribute the performance change to that component.
This sourceMethods treatment of ablation as a tool to probe ANN internal representations by removing components and reading the change — minimal-pair experimentation in ML.
- Single-factor experiments are formal minimal-pair designs. Ablation in machine learning. Train two models differing only in whether they contain one component; attribute the performance change to that component.
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