Unit Testing for Concepts in Neural Networks

28 July 2022

Papers citing "Unit Testing for Concepts in Neural Networks"

20 / 20 papers shown

Title
Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions H. Fokkema T. Erven Sara Magliacane 64 1 0 10 Feb 2025
Concept-Based Explanations in Computer Vision: Where Are We and Where Could We Go? Jae Hee Lee Georgii Mikriukov Gesina Schwalbe Stefan Wermter D. Wolter 50 2 0 20 Sep 2024
Relational Composition in Neural Networks: A Survey and Call to Action Martin Wattenberg Fernanda Viégas CoGe 41 9 0 19 Jul 2024
Towards Compositionality in Concept Learning Adam Stein Aaditya Naik Yinjun Wu Mayur Naik Eric Wong CoGe 39 2 0 26 Jun 2024
If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions Reza Esfandiarpoor Cristina Menghini Stephen H. Bach CoGe VLM 27 8 0 25 Mar 2024
On the Tip of the Tongue: Analyzing Conceptual Representation in Large Language Models with Reverse-Dictionary Probe Ningyu Xu Qi Zhang Menghan Zhang Peng Qian Xuanjing Huang LRM 59 3 0 22 Feb 2024
Deep Natural Language Feature Learning for Interpretable Prediction Felipe Urrutia Cristian Buc Valentin Barriere 23 1 0 09 Nov 2023
Operationalising Representation in Natural Language Processing J. Harding 28 11 0 14 Jun 2023
The Hidden Language of Diffusion Models Hila Chefer Oran Lang Mor Geva Volodymyr Polosukhin Assaf Shocher Michal Irani Inbar Mosseri Lior Wolf DiffM 20 26 0 01 Jun 2023
Interpretability at Scale: Identifying Causal Mechanisms in Alpaca Zhengxuan Wu Atticus Geiger Thomas Icard Christopher Potts Noah D. Goodman MILM 27 81 0 15 May 2023
Angler: Helping Machine Translation Practitioners Prioritize Model Improvements Samantha Robertson Zijie J. Wang Dominik Moritz Mary Beth Kery Fred Hohman 30 15 0 12 Apr 2023
Eight Things to Know about Large Language Models Sam Bowman ALM 25 113 0 02 Apr 2023
Break It Down: Evidence for Structural Compositionality in Neural Networks Michael A. Lepori Thomas Serre Ellie Pavlick 33 29 0 26 Jan 2023
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 25 209 0 16 Jan 2023
Does CLIP Bind Concepts? Probing Compositionality in Large Image Models Martha Lewis Nihal V. Nayak Peilin Yu Qinan Yu Jack Merullo Stephen H. Bach Ellie Pavlick VLM OCL CoGe 14 59 0 20 Dec 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection P. Haghighatkhah Antske Fokkens Pia Sommerauer Bettina Speckmann Kevin Verbeek 16 10 0 08 Dec 2022
Language Models Understand Us, Poorly Jared Moore LRM 9 4 0 19 Oct 2022
Causal Proxy Models for Concept-Based Model Explanations Zhengxuan Wu Karel DÓosterlinck Atticus Geiger Amir Zur Christopher Potts MILM 75 35 0 28 Sep 2022
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts? Tian Yun Usha Bhalla Ellie Pavlick Chen Sun ReLM CoGe VLM LRM 31 23 0 31 Mar 2022
Probing Linguistic Systematicity Emily Goodwin Koustuv Sinha Timothy J. O'Donnell 91 58 0 08 May 2020