Title
Towards Reasonable Concept Bottleneck Models Nektarios Kalampalikis Kavya Gupta Georgi Vitanov Isabel Valera LRM 101 0 0 05 Jun 2025
Learning Concept-Driven Logical Rules for Interpretable and Generalizable Medical Image Classification Yibo Gao Hangqi Zhou Zheyao Gao Bomin Wang Shangqi Gao Sihan Wang Xiahai Zhuang 73 0 0 20 May 2025
If Concept Bottlenecks are the Question, are Foundation Models the Answer? Nicola Debole Pietro Barbiero Francesco Giannini Andrea Passerini Stefano Teso Emanuele Marconato 525 1 0 28 Apr 2025
Seeing Through Risk: A Symbolic Approximation of Prospect Theory Ali Arslan Yousaf Umair Rehman Muhammad Umair Danish 115 0 0 20 Apr 2025
GECKO: Gigapixel Vision-Concept Contrastive Pretraining in Histopathology S. Kapse Pushpak Pati Srikar Yellapragada Srijan Das Rajarsi R. Gupta Joel H. Saltz Dimitris Samaras Prateek Prasanna VLM 107 1 0 01 Apr 2025
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods Danial Hooshyar Eve Kikas Yeongwook Yang Gustav Šír Raija Hamalainen T. Karkkainen Roger Azevedo 126 1 0 01 Apr 2025
Causally Reliable Concept Bottleneck Models Giovanni De Felice Arianna Casanova Flores Francesco De Santis Silvia Santini Johannes Schneider Pietro Barbiero Alberto Termine 139 4 0 06 Mar 2025
Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations Xin-Chao Xu Yi Qin Lu Mi Hao Wang Xuelong Li 166 12 0 03 Jan 2025
Semi-supervised Concept Bottleneck Models Lijie Hu Tianhao Huang Huanyi Xie Chenyang Ren Zhengyu Hu Lu Yu Lu Yu Ping Ma Di Wang 148 9 0 27 Jun 2024
Simple and Effective Transfer Learning for Neuro-Symbolic Integration Alessandro Daniele Tommaso Campari Sagar Malhotra Luciano Serafini 100 1 0 21 Feb 2024
Relational Reasoning Networks G. Marra Michelangelo Diligenti Francesco Giannini NAI 136 5 0 01 Jun 2021
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,197 0 16 Feb 2016