Excitation Pullbacks: Enhancing Human Perception with AI
Instead of generating hallucinations, our method amplifies the real predictive features in the data, transforming AI into a transparent tool for high-stakes decision-making.
The current implementation relies on a single architectural hyperparameter (temp) shared across all hidden neurons. Future work will enable neuron-specific adjustment, which is expected to significantly enhance explanation quality.
For details, check out our paper and its corresponding code repository.