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
Towards Directive Explanations: Crafting Explainable AI Systems for Actionable Human-AI Interactions Aditya Bhattacharya 38 8 0 29 Dec 2023
Tensor Networks for Explainable Machine Learning in Cybersecurity Borja Aizpurua Samuel Palmer Roman Orus 54 8 0 29 Dec 2023
3VL: Using Trees to Improve Vision-Language Models' Interpretability Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 171 4 0 28 Dec 2023
Visual Explanations of Image-Text Representations via Multi-Modal Information Bottleneck Attribution Ying Wang Tim G. J. Rudner Andrew Gordon Wilson 44 21 0 28 Dec 2023
BlackboxBench: A Comprehensive Benchmark of Black-box Adversarial Attacks Meixi Zheng Xuanchen Yan Zihao Zhu Hongrui Chen Baoyuan Wu ELM MLAU AAML 62 8 0 28 Dec 2023
Increasing Profitability and Confidence by using Interpretable Model for Investment Decisions Sahar Arshad Seemab Latif Ahmad Salman R. Latif 21 0 0 24 Dec 2023
Prompt Valuation Based on Shapley Values Hanxi Liu Xiaokai Mao Haocheng Xia Jian Lou Jinfei Liu 54 6 0 24 Dec 2023
TVE: Learning Meta-attribution for Transferable Vision Explainer Guanchu Wang Yu-Neng Chuang Fan Yang Mengnan Du Chia-Yuan Chang ... Zirui Liu Zhaozhuo Xu Kaixiong Zhou Xuanting Cai Xia Hu 91 1 0 23 Dec 2023
Detecting anxiety from short clips of free-form speech P. Agarwal Akshat Jindal Shreya Singh 44 0 0 23 Dec 2023
Sparsity-Guided Holistic Explanation for LLMs with Interpretable Inference-Time Intervention Zhen Tan Tianlong Chen Zhenyu Zhang Huan Liu 59 16 0 22 Dec 2023
Explainable Multi-Camera 3D Object Detection with Transformer-Based Saliency Maps Till Beemelmanns Wassim Zahr Lutz Eckstein 68 0 0 22 Dec 2023
Room Occupancy Prediction: Exploring the Power of Machine Learning and Temporal Insights Siqi Mao Yaping Yuan Yinpu Li Ziren Wang Yuanxin Yao Yixin Kang AI4CE 14 1 0 22 Dec 2023
ChatGPT as a commenter to the news: can LLMs generate human-like opinions? Rayden Tseng Suzan Verberne P. V. D. Putten ALM DeLMO LLMAG 20 7 0 21 Dec 2023
MFABA: A More Faithful and Accelerated Boundary-based Attribution Method for Deep Neural Networks Zhiyu Zhu Huaming Chen Jiayu Zhang Xinyi Wang Zhibo Jin Minhui Xue Dongxiao Zhu Kim-Kwang Raymond Choo FAtt 29 10 0 21 Dec 2023
Navigating the Structured What-If Spaces: Counterfactual Generation via Structured Diffusion Nishtha Madaan Srikanta J. Bedathur DiffM 88 0 0 21 Dec 2023
MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health records Yixuan Li Archer Y. Yang Ariane Marelli Yue Li 31 4 0 20 Dec 2023
Transparency and Privacy: The Role of Explainable AI and Federated Learning in Financial Fraud Detection Tomisin Awosika R. Shukla Bernardi Pranggono 41 35 0 20 Dec 2023
HCDIR: End-to-end Hate Context Detection, and Intensity Reduction model for online comments Neeraj Kumar Singh Koyel Ghosh Joy Mahapatra Utpal Garain Apurbalal Senapati 43 0 0 20 Dec 2023
Explainable artificial intelligence approaches for brain-computer interfaces: a review and design space Param S. Rajpura H. Cecotti Y. Meena 49 7 0 20 Dec 2023
Concept-based Explainable Artificial Intelligence: A Survey Eleonora Poeta Gabriele Ciravegna Eliana Pastor Tania Cerquitelli Elena Baralis LRM XAI 48 49 0 20 Dec 2023
Learning Performance Maximizing Ensembles with Explainability Guarantees Vincent Pisztora Jia Li 149 0 0 20 Dec 2023
Optimizing Distributed Training on Frontier for Large Language Models Sajal Dash Isaac Lyngaas Junqi Yin Xiao Wang Romain Egele Guojing Cong Feiyi Wang Prasanna Balaprakash ALM MoE 111 14 0 20 Dec 2023
ALMANACS: A Simulatability Benchmark for Language Model Explainability Edmund Mills Shiye Su Stuart J. Russell Scott Emmons 100 8 0 20 Dec 2023
Inferring the relationship between soil temperature and the normalized difference vegetation index with machine learning Steven Mortier Amir Hamedpour Bart Bussmann Ruth Phoebe Tchana Wandji Steven Latré B. Sigurdsson Tom De Schepper Tim Verdonck 14 7 0 19 Dec 2023
On Early Detection of Hallucinations in Factual Question Answering Ben Snyder Marius Moisescu Muhammad Bilal Zafar HILM 72 25 0 19 Dec 2023
Shaping Up SHAP: Enhancing Stability through Layer-Wise Neighbor Selection Gwladys Kelodjou Laurence Rozé Véronique Masson Luis Galárraga Romaric Gaudel Maurice Tchuente Alexandre Termier FAtt 20 5 0 19 Dec 2023
I-CEE: Tailoring Explanations of Image Classification Models to User Expertise Yao Rong Peizhu Qian Vaibhav Unhelkar Enkelejda Kasneci 54 0 0 19 Dec 2023
Short-Term Multi-Horizon Line Loss Rate Forecasting of a Distribution Network Using Attention-GCN-LSTM Jie Liu Yijia Cao Yong Li Yixiu Guo Wei Deng 93 1 0 19 Dec 2023
Root Cause Explanation of Outliers under Noisy Mechanisms Phuoc Nguyen T. Tran Sunil R. Gupta Thin Nguyen Svetha Venkatesh CML 40 1 0 19 Dec 2023
Perceptual Musical Features for Interpretable Audio Tagging Vassilis Lyberatos Spyridon Kantarelis Edmund Dervakos Giorgos Stamou 42 6 0 18 Dec 2023
PARs: Predicate-based Association Rules for Efficient and Accurate Model-Agnostic Anomaly Explanation Cheng Feng 27 0 0 18 Dec 2023
ShuttleSHAP: A Turn-Based Feature Attribution Approach for Analyzing Forecasting Models in Badminton Wei-Yao Wang Wenjie Peng Wei Wang Philip S. Yu 40 0 0 18 Dec 2023
Deep Learning Approaches for Seizure Video Analysis: A Review David Ahmedt-Aristizabal M. Armin Zeeshan Hayder Norberto Garcia-Cairasco Lars Petersson Clinton Fookes Simon Denman A. McGonigal 57 21 0 18 Dec 2023
Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals Patrick Altmeyer Mojtaba Farmanbar A. V. Deursen Cynthia C. S. Liem 42 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 29 2 0 16 Dec 2023
Rethinking Robustness of Model Attributions Sandesh Kamath Sankalp Mittal Amit Deshpande Vineeth N. Balasubramanian 50 2 0 16 Dec 2023
Keep the Faith: Faithful Explanations in Convolutional Neural Networks for Case-Based Reasoning Tom Nuno Wolf Fabian Bongratz Anne-Marie Rickmann Sebastian Polsterl Christian Wachinger AAML FAtt 54 6 0 15 Dec 2023
CGS-Mask: Making Time Series Predictions Intuitive for All Feng Lu Wei Li Yifei Sun Cheng Song Yufei Ren Albert Y. Zomaya AI4TS 49 0 0 15 Dec 2023
CIDR: A Cooperative Integrated Dynamic Refining Method for Minimal Feature Removal Problem Qian Chen Tao Zhang Dongyang Li Xiaofeng He 70 0 0 13 Dec 2023
Accelerating the Global Aggregation of Local Explanations Alon Mor Yonatan Belinkov B. Kimelfeld FAtt 39 4 0 13 Dec 2023
Prototypical Self-Explainable Models Without Re-training Srishti Gautam Ahcène Boubekki Marina M.-C. Höhne Michael C. Kampffmeyer 59 2 0 13 Dec 2023
Clash of the Explainers: Argumentation for Context-Appropriate Explanations Leila Methnani Virginia Dignum Andreas Theodorou 21 0 0 12 Dec 2023
Anytime Approximate Formal Feature Attribution Jinqiang Yu Graham Farr Alexey Ignatiev Peter Stuckey 66 2 0 12 Dec 2023
Identifying Drivers of Predictive Aleatoric Uncertainty Pascal Iversen Simon Witzke Katharina Baum Bernhard Y. Renard UD 99 2 0 12 Dec 2023
Explain To Decide: A Human-Centric Review on the Role of Explainable Artificial Intelligence in AI-assisted Decision Making Milad Rogha 51 0 0 11 Dec 2023
SurvBeNIM: The Beran-Based Neural Importance Model for Explaining the Survival Models Lev V. Utkin Danila Eremenko A. Konstantinov 35 0 0 11 Dec 2023
Grokking Group Multiplication with Cosets Dashiell Stander Qinan Yu Honglu Fan Stella Biderman 77 10 0 11 Dec 2023
Can Reinforcement Learning support policy makers? A preliminary study with Integrated Assessment Models Theodore Wolf Nantas Nardelli John Shawe-Taylor Maria Perez-Ortiz 100 1 0 11 Dec 2023
An Explainable Machine Learning Framework for the Accurate Diagnosis of Ovarian Cancer Asif Newaz Abdullah Taharat Md Sakibul Islam A.G.M.Fuad.Hasan Akanda 151 3 0 11 Dec 2023
Ensemble Interpretation: A Unified Method for Interpretable Machine Learning Chao Min Guoyong Liao Guo-quan Wen Yingjun Li Xing Guo FAtt 49 0 0 11 Dec 2023