Learning with Explanation Constraints

Learning with Explanation Constraints

25 March 2023

J. Zico Kolter

Maria-Florina Balcan

Pradeep Ravikumar

Papers citing "Learning with Explanation Constraints"

7 / 7 papers shown

Title
Finetuning CLIP to Reason about Pairwise Differences Dylan Sam Devin Willmott João Dias Semedo J. Zico Kolter VLM 61 3 0 15 Sep 2024
Towards a general framework for improving the performance of classifiers using XAI methods Andrea Apicella Salvatore Giugliano Francesco Isgrò R. Prevete 17 0 0 15 Mar 2024
Bayesian Neural Networks with Domain Knowledge Priors Dylan Sam Rattana Pukdee Daniel P. Jeong Yewon Byun J. Zico Kolter BDL UQCV 30 9 0 20 Feb 2024
Saliency strikes back: How filtering out high frequencies improves white-box explanations Sabine Muzellec Thomas Fel Victor Boutin Léo Andéol R. V. Rullen Thomas Serre FAtt 22 0 0 18 Jul 2023
Label Propagation with Weak Supervision Rattana Pukdee Dylan Sam Maria-Florina Balcan Pradeep Ravikumar 32 9 0 07 Oct 2022
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off M. Zarlenga Pietro Barbiero Gabriele Ciravegna G. Marra Francesco Giannini ... F. Precioso S. Melacci Adrian Weller Pietro Lio' M. Jamnik 79 52 0 19 Sep 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