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PhD Lite tackles technical topics in physics, astronomy, and chemistry. Dive deep into science with us!
Decompose the Model: Mechanistic Interpretability in Image Models with Generalized Integrated Gradients (GIG)
PhD Lite
3 minutes 56 seconds
10 months ago
Decompose the Model: Mechanistic Interpretability in Image Models with Generalized Integrated Gradients (GIG)
This conversation summarizes a research paper introducing Generalized Integrated Gradients (GIG) for interpreting image models. GIG analyzes the entire dataset, unlike previous methods focusing on individual classes, to identify shared concepts across images.Paper: https://arxiv.org/pdf/2409.01610
PhD Lite
PhD Lite tackles technical topics in physics, astronomy, and chemistry. Dive deep into science with us!