Search Results for author: Neil Chowdhury

Found 3 papers, 2 papers with code

Automatic Discovery of Visual Circuits

1 code implementation22 Apr 2024 Achyuta Rajaram, Neil Chowdhury, Antonio Torralba, Jacob Andreas, Sarah Schwettmann

To date, most discoveries of network subcomponents that implement human-interpretable computations in deep vision models have involved close study of single units and large amounts of human labor.

FIND: A Function Description Benchmark for Evaluating Interpretability Methods

1 code implementation NeurIPS 2023 Sarah Schwettmann, Tamar Rott Shaham, Joanna Materzynska, Neil Chowdhury, Shuang Li, Jacob Andreas, David Bau, Antonio Torralba

FIND contains functions that resemble components of trained neural networks, and accompanying descriptions of the kind we seek to generate.

Multimodal Neurons in Pretrained Text-Only Transformers

no code implementations3 Aug 2023 Sarah Schwettmann, Neil Chowdhury, Samuel Klein, David Bau, Antonio Torralba

Language models demonstrate remarkable capacity to generalize representations learned in one modality to downstream tasks in other modalities.

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