Causal Abstractions of Neural Networks

6 June 2021

Papers citing "Causal Abstractions of Neural Networks"

6 / 56 papers shown

Title
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 28 125 0 27 Jul 2022
Diagnosing AI Explanation Methods with Folk Concepts of Behavior Alon Jacovi Jasmijn Bastings Sebastian Gehrmann Yoav Goldberg Katja Filippova 41 15 0 27 Jan 2022
Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling Jakob Prange Nathan Schneider Lingpeng Kong 24 10 0 15 Dec 2021
Inducing Causal Structure for Interpretable Neural Networks Atticus Geiger Zhengxuan Wu Hanson Lu J. Rozner Elisa Kreiss Thomas Icard Noah D. Goodman Christopher Potts CML OOD 35 71 0 01 Dec 2021
Transformers in the loop: Polarity in neural models of language Lisa Bylinina Alexey Tikhonov 38 0 0 08 Sep 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 41 235 0 02 Sep 2021