A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 1,823 papers shown

Title
MATK: The Meme Analytical Tool Kit Ming Shan Hee Aditi Kumaresan N. Hoang Nirmalendu Prakash Rui Cao Roy Ka-wei Lee VLM 40 2 0 11 Dec 2023
XAI meets Biology: A Comprehensive Review of Explainable AI in Bioinformatics Applications Zhongliang Zhou Mengxuan Hu Mariah Salcedo Nathan Gravel Wayland Yeung Aarya Venkat Dongliang Guo Jielu Zhang N. Kannan Sheng Li 75 6 0 11 Dec 2023
Evaluating the Utility of Model Explanations for Model Development Shawn Im Jacob Andreas Yilun Zhou XAI FAtt ELM 64 1 0 10 Dec 2023
Using Captum to Explain Generative Language Models Vivek Miglani Aobo Yang Aram H. Markosyan Diego Garcia-Olano Narine Kokhlikyan 68 30 0 09 Dec 2023
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 79 9 0 09 Dec 2023
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models Balachandar Gowrisankar V. Thing AAML 62 11 0 08 Dec 2023
Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification Yoo-Seok Kho Jaehee Kim Pilsung Kang VLM 46 0 0 08 Dec 2023
Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning Chris Hicks V. Mavroudis Myles Foley Thomas Davies Kate Highnam Tim Watson 37 7 0 08 Dec 2023
Generating Explanations to Understand and Repair Embedding-based Entity Alignment Xiaobin Tian Zequn Sun Wei Hu 34 6 0 08 Dec 2023
Predicting and Interpreting Energy Barriers of Metallic Glasses with Graph Neural Networks Haoyu Li Shichang Zhang Longwen Tang Mathieu Bauchy Yizhou Sun AI4CE 66 1 0 08 Dec 2023
The built environment and induced transport CO2 emissions: A double machine learning approach to account for residential self-selection Florian Nachtigall Felix Wagner Peter Berrill F. Creutzig 22 2 0 07 Dec 2023
CODEX: A Cluster-Based Method for Explainable Reinforcement Learning Timothy K. Mathes Jessica Inman Andrés Colón Simon Khan OffRL 32 1 0 07 Dec 2023
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning Models Ziqi Li FAtt 79 20 0 06 Dec 2023
XAIQA: Explainer-Based Data Augmentation for Extractive Question Answering Joel Stremmel A. Saeedi Hamid Hassanzadeh Sanjit Batra Jeffrey K Hertzberg Jaime Murillo Eran Halperin MedIm 37 1 0 06 Dec 2023
Precision of Individual Shapley Value Explanations Lars Henry Berge Olsen TDI FAtt 31 1 0 06 Dec 2023
Describing Differences in Image Sets with Natural Language Lisa Dunlap Yuhui Zhang Xiaohan Wang Ruiqi Zhong Trevor Darrell Jacob Steinhardt Joseph E. Gonzalez Serena Yeung-Levy CoGe VLM 63 30 0 05 Dec 2023
Lessons from Usable ML Deployments and Application to Wind Turbine Monitoring Alexandra Zytek Wei-En Wang S. Koukoura K. Veeramachaneni 62 0 0 05 Dec 2023
Explainable Severity ranking via pairwise n-hidden comparison: a case study of glaucoma Hong Nguyen Cuong V. Nguyen Shrikanth Narayanan B. Y. Xu Michael Pazzani 42 1 0 05 Dec 2023
Dissecting Medical Referral Mechanisms in Health Services: Role of Physician Professional Networks Regina de Brito Duarte Qiwei Han Cláudia Soares 14 0 0 04 Dec 2023
DUCK: Distance-based Unlearning via Centroid Kinematics Marco Cotogni Jacopo Bonato Luigi Sabetta Francesco Pelosin Alessandro Nicolosi MU 93 8 0 04 Dec 2023
Explaining with Contrastive Phrasal Highlighting: A Case Study in Assisting Humans to Detect Translation Differences Eleftheria Briakou Navita Goyal Marine Carpuat 69 2 0 04 Dec 2023
Explainable AI is Responsible AI: How Explainability Creates Trustworthy and Socially Responsible Artificial Intelligence Stephanie B. Baker Wei Xiang XAI 49 6 0 04 Dec 2023
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 76 13 0 03 Dec 2023
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents James Enouen Hootan Nakhost Sayna Ebrahimi Sercan O. Arik Yan Liu Tomas Pfister 72 5 0 03 Dec 2023
Explaining Knock-on Effects of Bias Mitigation Svetoslav Nizhnichenkov Rahul Nair Elizabeth M. Daly Brian Mac Namee 27 0 0 01 Dec 2023
Towards Explaining Satellite Based Poverty Predictions with Convolutional Neural Networks Hamid Sarmadi Thorsteinn Rögnvaldsson Nils Roger Carlsson Mattias Ohlsson Ibrahim Wahab Ola Hall 45 1 0 01 Dec 2023
Enhancing Explainability in Mobility Data Science through a combination of methods Georgios Makridis Vasileios Koukos G. Fatouros D. Kyriazis 31 4 0 01 Dec 2023
Towards Clinical Prediction with Transparency: An Explainable AI Approach to Survival Modelling in Residential Aged Care Teo Susnjak Elise Griffin 28 4 0 01 Dec 2023
CLIP-QDA: An Explainable Concept Bottleneck Model Rémi Kazmierczak Eloise Berthier Goran Frehse Gianni Franchi 43 7 0 30 Nov 2023
Tree-based Forecasting of Day-ahead Solar Power Generation from Granular Meteorological Features Nick Berlanger Noah van Ophoven Tim Verdonck Ines Wilms 24 0 0 30 Nov 2023
Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition Chong Wang Yuanhong Chen Fengbei Liu Yuyuan Liu Davis J. McCarthy Helen Frazer Gustavo Carneiro 86 1 0 30 Nov 2023
Exploring Factors Affecting Pedestrian Crash Severity Using TabNet: A Deep Learning Approach Amir Rafe Patrick A. Singleton 26 3 0 29 Nov 2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions Francesco Spinnato Riccardo Guidotti A. Monreale M. Nanni AI4TS 11 0 0 29 Nov 2023
Improving Interpretation Faithfulness for Vision Transformers Lijie Hu Yixin Liu Ninghao Liu Mengdi Huai Lichao Sun Di Wang 55 5 0 29 Nov 2023
DiG-IN: Diffusion Guidance for Investigating Networks -- Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations Maximilian Augustin Yannic Neuhaus Matthias Hein DiffM 63 4 0 29 Nov 2023
Interpreting Differentiable Latent States for Healthcare Time-series Data Yu Chen Nivedita Bijlani Samaneh Kouchaki Payam Barnaghi FAtt 29 0 0 29 Nov 2023
Uncertainty in Additive Feature Attribution methods Abhishek Madaan Tanya Chowdhury Neha Rana James Allan Tanmoy Chakraborty 57 0 0 29 Nov 2023
Survey on AI Ethics: A Socio-technical Perspective Dave Mbiazi Meghana Bhange Maryam Babaei Ivaxi Sheth Patrik Kenfack 51 5 0 28 Nov 2023
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond Jacob R. Epifano Stephen Glass Ravichandran Ramachandran Sharad Patel A. Masino Ghulam Rasool 34 0 0 28 Nov 2023
FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time Series Qiqi Su Christos Kloukinas Artur dÁvila Garcez AI4TS 103 3 0 28 Nov 2023
Understanding the (Extra-)Ordinary: Validating Deep Model Decisions with Prototypical Concept-based Explanations Maximilian Dreyer Reduan Achtibat Wojciech Samek Sebastian Lapuschkin 39 11 0 28 Nov 2023
Influence Scores at Scale for Efficient Language Data Sampling Nikhil Anand Joshua Tan Maria Minakova TDI 66 3 0 27 Nov 2023
Improved Data Generation for Enhanced Asset Allocation: A Synthetic Dataset Approach for the Fixed Income Universe Szymon Kubiak Tillman Weyde Oleksandr Galkin Daniel Philps Ram Gopal 62 1 0 27 Nov 2023
GLIME: General, Stable and Local LIME Explanation Zeren Tan Yang Tian Jian Li FAtt LRM 53 19 0 27 Nov 2023
Model-agnostic Body Part Relevance Assessment for Pedestrian Detection Maurice Günder Sneha Banerjee R. Sifa Christian Bauckhage FAtt 33 0 0 27 Nov 2023
ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation [Technical Report] Hamed Ayoobi Nico Potyka Francesca Toni 58 3 0 26 Nov 2023
Occlusion Sensitivity Analysis with Augmentation Subspace Perturbation in Deep Feature Space Pedro Valois Koichiro Niinuma Kazuhiro Fukui AAML 49 4 0 25 Nov 2023
Example-Based Explanations of Random Forest Predictions Henrik Boström FAtt 23 1 0 24 Nov 2023
MRxaI: Black-Box Explainability for Image Classifiers in a Medical Setting Nathan Blake Hana Chockler David A. Kelly Santiago Calderón-Pena Akchunya Chanchal 23 1 0 24 Nov 2023
Unveiling The Factors of Aesthetic Preferences with Explainable AI Derya Soydaner Johan Wagemans 42 2 0 24 Nov 2023