Concept Bottleneck Models Without Predefined Concepts

Concept Bottleneck Models Without Predefined Concepts

4 July 2024

Papers citing "Concept Bottleneck Models Without Predefined Concepts"

14 / 14 papers shown

Title
If Concept Bottlenecks are the Question, are Foundation Models the Answer? Nicola Debole Pietro Barbiero Francesco Giannini Andrea Passerini Stefano Teso Emanuele Marconato 50 0 0 28 Apr 2025
ImageSet2Text: Describing Sets of Images through Text Piera Riccio F. Galati Kajetan Schweighofer Noa Garcia Nuria Oliver VLM CoGe 72 0 0 25 Mar 2025
Dataset Featurization: Uncovering Natural Language Features through Unsupervised Data Reconstruction Michal Bravansky Vaclav Kubon Suhas Hariharan Robert Kirk 62 0 0 24 Feb 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 47 2 0 16 Feb 2025
Sparse Autoencoders for Scientifically Rigorous Interpretation of Vision Models Samuel Stevens Wei-Lun Chao T. Berger-Wolf Yu-Chuan Su VLM 59 2 0 10 Feb 2025
COMIX: Compositional Explanations using Prototypes S. Sivaprasad D. Kangin Plamen Angelov Mario Fritz 61 0 0 10 Jan 2025
Explainable deep learning improves human mental models of self-driving cars Eoin M. Kenny Akshay Dharmavaram Sang Uk Lee Tung Phan-Minh Shreyas Rajesh Yunqing Hu Laura Major Momchil S. Tomov Julie A. Shah 69 0 0 27 Nov 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 28 6 0 13 Sep 2024
Explaining Explainability: Recommendations for Effective Use of Concept Activation Vectors A. Nicolson Lisa Schut J. A. Noble Yarin Gal FAtt 30 2 0 04 Apr 2024
Toy Models of Superposition Nelson Elhage Tristan Hume Catherine Olsson Nicholas Schiefer T. Henighan ... Sam McCandlish Jared Kaplan Dario Amodei Martin Wattenberg C. Olah AAML MILM 120 314 0 21 Sep 2022
GlanceNets: Interpretabile, Leak-proof Concept-based Models Emanuele Marconato Andrea Passerini Stefano Teso 96 64 0 31 May 2022
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Y. Zou 133 182 0 31 May 2022
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 122 42 0 28 Jan 2022
Editing a classifier by rewriting its prediction rules Shibani Santurkar Dimitris Tsipras Mahalaxmi Elango David Bau Antonio Torralba A. Madry KELM 164 89 0 02 Dec 2021