Label-Free Concept Bottleneck Models

12 April 2023

Papers citing "Label-Free Concept Bottleneck Models"

50 / 124 papers shown

Title
TextCAVs: Debugging vision models using text A. Nicolson Yarin Gal J. A. Noble CoGe 31 0 0 16 Aug 2024
Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary Concepts Andong Tan Fengtao Zhou Hao Chen VLM 24 3 0 05 Aug 2024
AdaCBM: An Adaptive Concept Bottleneck Model for Explainable and Accurate Diagnosis T. Chowdhury Vu Minh Hieu Phan Kewen Liao Minh Nguyen Nhat To Yutong Xie Anton Van Den Hengel Johan W. Verjans Zhibin Liao 22 1 0 04 Aug 2024
Adversarial Robustification via Text-to-Image Diffusion Models Daewon Choi Jongheon Jeong Huiwon Jang Jinwoo Shin DiffM 44 1 0 26 Jul 2024
DEPICT: Diffusion-Enabled Permutation Importance for Image Classification Tasks Sarah Jabbour Gregory Kondas Ella Kazerooni Michael Sjoding David Fouhey Jenna Wiens FAtt DiffM 47 1 0 19 Jul 2024
Constructing Concept-based Models to Mitigate Spurious Correlations with Minimal Human Effort Jeeyung Kim Ze Wang Qiang Qiu 43 1 0 12 Jul 2024
Are They the Same Picture? Adapting Concept Bottleneck Models for Human-AI Collaboration in Image Retrieval Vaibhav Balloli Sara Beery Elizabeth Bondi-Kelly 42 0 0 12 Jul 2024
Integrating Clinical Knowledge into Concept Bottleneck Models Winnie Pang Xueyi Ke Satoshi Tsutsui Bihan Wen 44 1 0 09 Jul 2024
Crafting Large Language Models for Enhanced Interpretability Chung-En Sun Tuomas P. Oikarinen Tsui-Wei Weng 35 6 0 05 Jul 2024
Concept Bottleneck Models Without Predefined Concepts Simon Schrodi Julian Schur Max Argus Thomas Brox 50 9 0 04 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 63 1 0 01 Jul 2024
Stochastic Concept Bottleneck Models Moritz Vandenhirtz Sonia Laguna Ricards Marcinkevics Julia E. Vogt 46 9 0 27 Jun 2024
Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis Yibo Gao Zheyao Gao Xin Gao Yuanye Liu Bomin Wang Xiahai Zhuang 36 1 0 27 Jun 2024
Semi-supervised Concept Bottleneck Models Lijie Hu Tianhao Huang Huanyi Xie Chenyang Ren Zhengyu Hu Lu Yu Lu Yu Ping Ma Di Wang 57 4 0 27 Jun 2024
Large Language Models are Interpretable Learners Ruochen Wang Si Si Felix X. Yu Dorothea Wiesmann Cho-Jui Hsieh Inderjit Dhillon 24 3 0 25 Jun 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models Tung-Yu Wu Yu-Xiang Lin Tsui-Wei Weng 52 1 0 24 Jun 2024
Self-supervised Interpretable Concept-based Models for Text Classification Francesco De Santis Philippe Bich Gabriele Ciravegna Pietro Barbiero Danilo Giordano Tania Cerquitelli 34 0 0 20 Jun 2024
Probabilistic Conceptual Explainers: Trustworthy Conceptual Explanations for Vision Foundation Models Hengyi Wang Shiwei Tan Hao Wang BDL 42 6 0 18 Jun 2024
Automated Molecular Concept Generation and Labeling with Large Language Models Shichang Zhang Botao Xia Zimin Zhang Qianli Wu Fang Sun Ziniu Hu Yizhou Sun 43 0 0 13 Jun 2024
Conceptual Learning via Embedding Approximations for Reinforcing Interpretability and Transparency Maor Dikter Tsachi Blau Chaim Baskin 41 0 0 13 Jun 2024
ConceptHash: Interpretable Fine-Grained Hashing via Concept Discovery Kam Woh Ng Xiatian Zhu Yi-Zhe Song Tao Xiang 37 2 0 12 Jun 2024
I Bet You Did Not Mean That: Testing Semantic Importance via Betting Jacopo Teneggi Jeremias Sulam FAtt 36 1 0 29 May 2024
Understanding Inter-Concept Relationships in Concept-Based Models Naveen Raman M. Zarlenga M. Jamnik 29 4 0 28 May 2024
Crafting Interpretable Embeddings by Asking LLMs Questions Vinamra Benara Chandan Singh John X. Morris Richard Antonello Ion Stoica Alexander G. Huth Jianfeng Gao 26 5 0 26 May 2024
Editable Concept Bottleneck Models Lijie Hu Chenyang Ren Zhengyu Hu Cheng-Long Wang Di Wang Hui Xiong Jingfeng Zhang Di Wang 34 3 0 24 May 2024
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 58 3 0 23 May 2024
Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in Mammography Shantanu Ghosh Clare B. Poynton Shyam Visweswaran Kayhan Batmanghelich VLM 37 10 0 20 May 2024
Error-margin Analysis for Hidden Neuron Activation Labels Abhilekha Dalal R. Rayan Pascal Hitzler FAtt 31 1 0 14 May 2024
Improving Concept Alignment in Vision-Language Concept Bottleneck Models Nithish Muthuchamy Selvaraj Xiaobao Guo Bingquan Shen A. Kong Alex C. Kot VLM 46 0 0 03 May 2024
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi Jae Myung Kim Karsten Roth Zeynep Akata 48 1 0 02 May 2024
On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis Abhilekha Dalal R. Rayan Adrita Barua Eugene Y. Vasserman Md Kamruzzaman Sarker Pascal Hitzler 27 4 0 21 Apr 2024
Incremental Residual Concept Bottleneck Models Chenming Shang Shiji Zhou Hengyuan Zhang Xinzhe Ni Yujiu Yang Yuwang Wang 42 14 0 13 Apr 2024
Understanding Multimodal Deep Neural Networks: A Concept Selection View Chenming Shang Hengyuan Zhang Hao Wen Yujiu Yang 43 5 0 13 Apr 2024
Knowledge graphs for empirical concept retrieval Lenka Tětková Teresa Scheidt Maria Mandrup Fogh Ellen Marie Gaunby Jorgensen F. Nielsen Lars Kai Hansen 21 1 0 10 Apr 2024
Sparse Concept Bottleneck Models: Gumbel Tricks in Contrastive Learning Andrei Semenov Vladimir Ivanov Aleksandr Beznosikov Alexander Gasnikov 42 6 0 04 Apr 2024
Training-Free Semantic Segmentation via LLM-Supervision Wenfang Sun Yingjun Du Gaowen Liu Ramana Rao Kompella Cees G. M. Snoek VLM 44 2 0 31 Mar 2024
Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models Samuel Marks Can Rager Eric J. Michaud Yonatan Belinkov David Bau Aaron Mueller 46 115 0 28 Mar 2024
Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework Vu Minh Hieu Phan Yutong Xie Yuankai Qi Lingqiao Liu Liyang Liu Bowen Zhang Zhibin Liao Qi Wu Minh Nguyen Nhat To Johan W. Verjans 64 11 0 12 Mar 2024
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning F. Mumuni A. Mumuni AAML 37 5 0 11 Mar 2024
Tuning-Free Accountable Intervention for LLM Deployment -- A Metacognitive Approach Zhen Tan Jie Peng Tianlong Chen Huan Liu 29 6 0 08 Mar 2024
Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) Usha Bhalla Alexander X. Oesterling Suraj Srinivas Flavio du Pin Calmon Himabindu Lakkaraju 41 35 0 16 Feb 2024
Eliminating Information Leakage in Hard Concept Bottleneck Models with Supervised, Hierarchical Concept Learning Ao Sun Yuanyuan Yuan Pingchuan Ma Shuai Wang 13 6 0 03 Feb 2024
Can we Constrain Concept Bottleneck Models to Learn Semantically Meaningful Input Features? Jack Furby Daniel Cunnington Dave Braines Alun D. Preece 35 3 0 01 Feb 2024
Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable? Sonia Laguna Ricards Marcinkevics Moritz Vandenhirtz Julia E. Vogt 35 17 0 24 Jan 2024
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation Ricardo Moreira Jacopo Bono Mário Cardoso Pedro Saleiro Mário A. T. Figueiredo P. Bizarro CML 28 4 0 16 Jan 2024
Do Concept Bottleneck Models Obey Locality? Naveen Raman M. Zarlenga Juyeon Heo M. Jamnik 36 7 0 02 Jan 2024
SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology S. Kapse Pushpak Pati Srijan Das Jingwei Zhang Chao Chen Maria Vakalopoulou Joel H. Saltz Dimitris Samaras Rajarsi R. Gupta Prateek Prasanna 31 10 0 22 Dec 2023
Concept-based Explainable Artificial Intelligence: A Survey Eleonora Poeta Gabriele Ciravegna Eliana Pastor Tania Cerquitelli Elena Baralis LRM XAI 24 42 0 20 Dec 2023
CEIR: Concept-based Explainable Image Representation Learning Yan Cui Shuhong Liu Liuzhuozheng Li Zhiyuan Yuan SSL VLM 31 3 0 17 Dec 2023
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit Stefan Kolek Aditya Chattopadhyay Kwan Ho Ryan Chan Héctor Andrade-Loarca Gitta Kutyniok René Vidal 24 1 0 16 Dec 2023