Papers citing 'Techniques for Interpretable Machine Learning'

Title
Hierarchical Semantic Tree Concept Whitening for Interpretable Image Classification Haixing Dai Lu Zhang Lin Zhao Zihao Wu Zheng Liu ... Yanjun Lyu Changying Li Ninghao Liu Tianming Liu Dajiang Zhu 206 7 0 10 Jul 2023
A Novel Explainable Artificial Intelligence Model in Image Classification problem Quoc Hung Cao Hung Truong Thanh Nguyen V. Nguyen Xuan Phong Nguyen VLM 139 7 0 09 Jul 2023
Transgressing the boundaries: towards a rigorous understanding of deep learning and its (non-)robustness C. Hartmann Lorenz Richter AAML 165 2 0 05 Jul 2023
FAIRER: Fairness as Decision Rationale AlignmentInternational Conference on Machine Learning (ICML), 2023 Tianlin Li Qing Guo Aishan Liu Mengnan Du Zhiming Li Yang Liu 150 18 0 27 Jun 2023
Inference for relative sparsity Samuel J. Weisenthal Sally W. Thurston Ashkan Ertefaie CML 214 0 0 25 Jun 2023
Interpretable Medical Diagnostics with Structured Data Extraction by Large Language Models Aleksa Bisercic Mladen Nikolic M. Schaar Boris Delibasic Pietro Lio Andrija Petrović 165 23 0 08 Jun 2023
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural NetworksKnowledge Discovery and Data Mining (KDD), 2023 Mohannad Elhamod Mridul Khurana Harish Babu Manogaran Josef C. Uyeda M. Balk ... Wei-Lun Chao Chuck Stewart Daniel Rubenstein T. Berger-Wolf Anuj Karpatne 112 10 0 05 Jun 2023
SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental Monitoring Amin Shoari Nejad Rocío Alaiz-Rodríguez G. McCarthy Brian Kelleher A. Grey Andrew C. Parnell 184 1 0 05 Jun 2023
Disentanglement via Latent QuantizationNeural Information Processing Systems (NeurIPS), 2023 Kyle Hsu W. Dorrell James C. R. Whittington Jiajun Wu Chelsea Finn DRL 293 34 0 28 May 2023
STL: Surprisingly Tricky Logic (for System Validation)IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023 H. Siu Kevin J. Leahy Makai Mann 120 7 0 26 May 2023
Extending Explainable Boosting Machines to Scientific Image Data Daniel Schug Sai Yerramreddy R. Caruana Craig S. Greenberg Justyna P. Zwolak 167 3 0 25 May 2023
Interpretation of Time-Series Deep Models: A Survey Ziqi Zhao Yucheng Shi Shushan Wu Fan Yang Wenzhan Song Ninghao Liu AI4TS 257 13 0 23 May 2023
DEGREE: Decomposition Based Explanation For Graph Neural NetworksInternational Conference on Learning Representations (ICLR), 2023 Qizhang Feng Ninghao Liu Fan Yang Ruixiang Tang Mengnan Du Helen Zhou 215 29 0 22 May 2023
Nine tips for ecologists using machine learning Marine Desprez Vincent Miele O. Gimenez 331 4 0 17 May 2023
Explainable AI Insights for Symbolic Computation: A case study on selecting the variable ordering for cylindrical algebraic decompositionJournal of symbolic computation (JSC), 2023 Lynn Pickering Tereso Del Rio Almajano Matthew England Kelly Cohen 110 16 0 24 Apr 2023
Towards an Understanding and Explanation for Mixed-Initiative Artificial Scientific Text DetectionInformation Visualization (InfoVis), 2023 Luoxuan Weng Minfeng Zhu Kamkwai Wong Siyi Liu Jiashun Sun Hang Zhu Dongming Han Wei Chen DeLMO 149 10 0 11 Apr 2023
Graph Enabled Cross-Domain Knowledge Transfer S. Yao 124 0 0 07 Apr 2023
Model Based Explanations of Concept DriftNeurocomputing (Neurocomputing), 2023 Fabian Hinder Valerie Vaquet Johannes Brinkrolf Barbara Hammer 133 40 0 16 Mar 2023
Interpretability from a new lens: Integrating Stratification and Domain knowledge for Biomedical Applications A. Onoja Francesco Raimondi 81 0 0 15 Mar 2023
A Test Statistic Estimation-based Approach for Establishing Self-interpretable CNN-based Binary ClassifiersIEEE Transactions on Medical Imaging (TMI), 2023 S. Sengupta M. Anastasio MedIm 232 9 0 13 Mar 2023
Users are the North Star for AI Transparency Alex Mei Michael Stephen Saxon Shiyu Chang Zachary Chase Lipton William Yang Wang 154 14 0 09 Mar 2023
A System's Approach Taxonomy for User-Centred XAI: A Survey Ehsan Emamirad Pouya Ghiasnezhad Omran A. Haller S. Gregor 153 1 0 06 Mar 2023
CoRTX: Contrastive Framework for Real-time ExplanationInternational Conference on Learning Representations (ICLR), 2023 Yu-Neng Chuang Guanchu Wang Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Helen Zhou 203 24 0 05 Mar 2023
Understanding and Unifying Fourteen Attribution Methods with Taylor Interactions Huiqi Deng Na Zou Mengnan Du Weifu Chen Guo-Can Feng Ziwei Yang Zheyang Li Quanshi Zhang FAtt TDI 187 25 0 02 Mar 2023
A Scalable Space-efficient In-database Interpretability Framework for Embedding-based Semantic SQL Queries P. Kudva R. Bordawekar Apoorva Nitsure 275 0 0 23 Feb 2023
AutoDOViz: Human-Centered Automation for Decision OptimizationInternational Conference on Intelligent User Interfaces (IUI), 2023 D. Weidele S. Afzal Abel N. Valente Cole Makuch Owen Cornec ... Radu Marinescu Paulito Palmes Elizabeth M. Daly Loraine Franke D. Haehn OffRL 129 8 0 19 Feb 2023
Less is More: The Influence of Pruning on the Explainability of CNNs David Weber F. Merkle Pascal Schöttle Stephan Schlögl Martin Nocker FAtt 502 5 0 17 Feb 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Helen Zhou 170 38 0 07 Feb 2023
NeuroExplainer: Fine-Grained Attention Decoding to Uncover Cortical Development Patterns of Preterm InfantsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Chen Xue Fan Wang Yuanzhuo Zhu Hui Li Deyu Meng Dinggang Shen C. Lian 274 3 0 01 Jan 2023
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations Angelos Chatzimparmpas R. Martins I. Jusufi K. Kucher Fabrice Rossi A. Kerren FAtt 197 179 0 22 Dec 2022
Towards Efficient Visual Simplification of Computational Graphs in Deep Neural NetworksIEEE Transactions on Visualization and Computer Graphics (TVCG), 2022 Rusheng Pan Zhiyong Wang Yating Wei Han Gao Gongchang Ou Caleb Chen Cao Jinglin Xu Tong Xu Wei Chen GNN 192 5 0 21 Dec 2022
Explainable Machine Learning for Hydrocarbon Prospect Risking Ahmad Mustafa Ghassan AlRegib 120 2 0 15 Dec 2022
Improving Accuracy Without Losing Interpretability: A ML Approach for Time Series Forecasting Yiqi Sun Zheng Shi Jianshen Zhang Yongzhi Qi Hao Hu Zuo-jun Shen AI4TS 140 1 0 13 Dec 2022
Graph Learning for Anomaly Analytics: Algorithms, Applications, and ChallengesACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Jing Ren Xiwei Xu Azadeh Noori Hoshyar Charu C. Aggarwal 132 34 0 11 Dec 2022
Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text ClassificationBlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP), 2022 Ruixuan Tang Hanjie Chen Yangfeng Ji AAML FAtt 166 3 0 10 Dec 2022
Understanding transit ridership in an equity context through a comparison of statistical and machine learning algorithmsJournal of Transport Geography (J. Transp. Geogr.), 2022 Elnaz Yousefzadeh Barri S. Farber H. Jahanshahi Eda Beyazıt 113 17 0 30 Nov 2022
Relative Sparsity for Medical Decision ProblemsStatistics in Medicine (Stat Med), 2022 Samuel J. Weisenthal Sally W. Thurston Ashkan Ertefaie 200 4 0 29 Nov 2022
Holding AI to Account: Challenges for the Delivery of Trustworthy AI in Healthcare Rob Procter P. Tolmie M. Rouncefield 89 47 0 29 Nov 2022
Attribution-based XAI Methods in Computer Vision: A Review Kumar Abhishek Deeksha Kamath 130 24 0 27 Nov 2022
SEAT: Stable and Explainable AttentionAAAI Conference on Artificial Intelligence (AAAI), 2022 Lijie Hu Yixin Liu Ninghao Liu Mengdi Huai Lichao Sun Haiyan Zhao OOD 132 24 0 23 Nov 2022
A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges Yunpeng Qing Shunyu Liu Mingli Song Huiqiong Wang Weilong Dai XAI 396 1 0 12 Nov 2022
DC-Check: A Data-Centric AI checklist to guide the development of reliable machine learning systemsIEEE Transactions on Artificial Intelligence (IEEE TAI), 2022 Nabeel Seedat F. Imrie M. Schaar 189 17 0 09 Nov 2022
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksPatterns (Patterns), 2022 Chenxi Sun Hongyan Li Moxian Song D. Cai B. Zhang linda Qiao 144 10 0 06 Oct 2022
SLOT-V: Supervised Learning of Observer Models for Legible Robot Motion Planning in ManipulationIEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), 2022 Sebastian Wallkötter Mohamed Chetouani Ginevra Castellano 122 6 0 04 Oct 2022
Explaining Anomalies using Denoising Autoencoders for Financial Tabular Data Timur Sattarov Dayananda Herurkar Jörn Hees 155 9 0 21 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series dataArtificial Intelligence Review (Artif Intell Rev), 2022 Flavio Di Martino Franca Delmastro AI4TS 172 127 0 14 Sep 2022
A Survey of Neural Trees Haoling Li Mingli Song Mengqi Xue Haofei Zhang Jingwen Ye Lechao Cheng Weilong Dai AI4CE 256 6 0 07 Sep 2022
Differentially Private Counterfactuals via Functional Mechanism Fan Yang Qizhang Feng Kaixiong Zhou Jiahao Chen Helen Zhou 131 14 0 04 Aug 2022
Policy Optimization with Sparse Global Contrastive Explanations Jiayu Yao S. Parbhoo Weiwei Pan Finale Doshi-Velez OffRL 159 3 0 13 Jul 2022
Activation Template Matching Loss for Explainable Face RecognitionIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2022 Huawei Lin Haozhe Liu Qiufu Li Linlin Shen CVBM 191 2 0 05 Jul 2022