Best of both worlds: local and global explanations with human-understandable concepts

16 June 2021

Papers citing "Best of both worlds: local and global explanations with human-understandable concepts"

8 / 8 papers shown

Title
Representational Similarity via Interpretable Visual Concepts Neehar Kondapaneni Oisin Mac Aodha Pietro Perona DRL 219 0 0 19 Mar 2025
Variational Language Concepts for Interpreting Foundation Language Models Hengyi Wang Shiwei Tan Zhiqing Hong Desheng Zhang Hao Wang 34 3 0 04 Oct 2024
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement Avani Gupta Saurabh Saini P. J. Narayanan 33 6 0 26 Nov 2023
Interpretability in Activation Space Analysis of Transformers: A Focused Survey Soniya Vijayakumar AI4CE 35 3 0 22 Jan 2023
Predicting and Explaining Mobile UI Tappability with Vision Modeling and Saliency Analysis E. Schoop Xin Zhou Gang Li Zhourong Chen Björn Hartmann Yang Li HAI FAtt 32 32 0 05 Apr 2022
Human-Centered Concept Explanations for Neural Networks Chih-Kuan Yeh Been Kim Pradeep Ravikumar FAtt 42 25 0 25 Feb 2022
On Completeness-aware Concept-Based Explanations in Deep Neural Networks Chih-Kuan Yeh Been Kim Sercan Ö. Arik Chun-Liang Li Tomas Pfister Pradeep Ravikumar FAtt 122 297 0 17 Oct 2019
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,696 0 28 Feb 2017