A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 1,822 papers shown

Title
ExDDV: A New Dataset for Explainable Deepfake Detection in Video Vlad Hondru Eduard Hogea Darian M. Onchis Radu Tudor Ionescu 109 2 0 18 Mar 2025
SpecReX: Explainable AI for Raman Spectroscopy Nathan Blake David A. Kelly Akchunya Chanchal Sarah Kapllani-Mucaj Geraint Thomas Hana Chockler MedIm 55 0 0 18 Mar 2025
Analyzing sequential activity and travel decisions with interpretable deep inverse reinforcement learning Yuebing Liang Shenhao Wang Jiangbo Yu Zhan Zhao Jinhua Zhao Sandy Pentland 66 0 0 17 Mar 2025
CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings Daniil Orel Dilshod Azizov Preslav Nakov DeLMO 60 0 0 17 Mar 2025
Enhancing Job Salary Prediction with Disentangled Composition Effect Modeling: A Neural Prototyping Approach Yang Ji Ying Sun Hengshu Zhu 69 1 0 17 Mar 2025
Feature Extraction and Analysis for GPT-Generated Text A. Selvioğlu V. Adanova M. Atagoziev DeLMO 98 0 0 17 Mar 2025
MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling Robin Zbinden Nina Van Tiel Gencer Sumbul Chiara Vanalli B. Kellenberger D. Tuia 61 0 0 17 Mar 2025
FedSDP: Explainable Differential Privacy in Federated Learning via Shapley Values Yunbo Li Jiaping Gui Yue Wu FedML 81 1 0 17 Mar 2025
Investigating the effect of CPT in lateral spreading prediction using Explainable AI Cheng-Hsi Hsiao Ellen Rathje Krishna Kumar 87 0 0 17 Mar 2025
Securing Virtual Reality Experiences: Unveiling and Tackling Cybersickness Attacks with Explainable AI Ripan Kumar Kundu Matthew Denton Genova Mongalo Prasad Calyam K. A. Hoque AAML 68 0 0 17 Mar 2025
Explainable Dual-Attention Tabular Transformer for Soil Electrical Resistivity Prediction: A Decision Support Framework for High-Voltage Substation Construction Warat Kongkitkul Sompote Youwai Warut Sakulpojworachai 35 0 0 17 Mar 2025
HyConEx: Hypernetwork classifier with counterfactual explanations Patryk Marszałek Ulvi Movsum-zada Oleksii Furman Kamil Ksiazek Przemysław Spurek Marek Śmieja 65 0 0 16 Mar 2025
Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model Lin-Chun Huang Ching Chieh Tsao Fang Su Jung-Hsien Chiang 95 0 0 16 Mar 2025
Machine Learning-Based Model for Postoperative Stroke Prediction in Coronary Artery Disease Haonan Pan Shuheng Chen Elham Pishgar Kamiar Alaei G. Placencia Maryam Pishgar 60 1 0 15 Mar 2025
From Eye to Mind: brain2text Decoding Reveals the Neural Mechanisms of Visual Semantic Processing Feihan Feng Jingxin Nie 94 0 0 15 Mar 2025
Integration of Explainable AI Techniques with Large Language Models for Enhanced Interpretability for Sentiment Analysis Thivya Thogesan A. Nugaliyadde K. Wong 57 0 0 15 Mar 2025
A Survey on SAR ship classification using Deep Learning Ch Muhammad Awais Marco Reggiannini Davide Moroni Emanuele Salerno 66 0 0 14 Mar 2025
A Transformer and Prototype-based Interpretable Model for Contextual Sarcasm Detection Ximing Wen Rezvaneh Rezapour 100 0 0 14 Mar 2025
Rule-Guided Reinforcement Learning Policy Evaluation and Improvement Martin Tappler Ignacio D. Lopez-Miguel Sebastian Tschiatschek Ezio Bartocci 76 0 0 13 Mar 2025
Towards Understanding Graphical Perception in Large Multimodal Models Kai Zhang Jianwei Yang J. Inala Chandan Singh Jianfeng Gao Yu Su Chenglong Wang 83 1 0 13 Mar 2025
Identifying Trustworthiness Challenges in Deep Learning Models for Continental-Scale Water Quality Prediction Xiaobo Xia Xiaofeng Liu Jiale Liu K. Fang Lu Lu Samet Oymak William S. Currie Tongliang Liu 97 0 0 13 Mar 2025
Information-Theoretic Measures on Lattices for High-Order Interactions Zhaolu Liu Mauricio Barahona Robert L. Peach 94 0 0 13 Mar 2025
Explainable Bayesian deep learning through input-skip Latent Binary Bayesian Neural Networks Eirik Høyheim Lars Skaaret-Lund Solve Sæbø A. Hubin UQCV BDL 75 0 0 13 Mar 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 143 1 0 13 Mar 2025
Enhancing Adversarial Example Detection Through Model Explanation Qian Ma Ziping Ye AAML 74 0 0 12 Mar 2025
Predicting Tropical Cyclone Track Forecast Errors using a Probabilistic Neural Network M. A. Fernandez E. Barnes R. Barnes Mark DeMaria Marie McGraw Galina Chirokova Lixin Lu BDL 62 0 0 12 Mar 2025
Refining Filter Global Feature Weighting for Fully-Unsupervised Clustering Fabian Galis Darian Onchis 36 0 0 12 Mar 2025
Leaky Batteries: A Novel Set of Side-Channel Attacks on Electric Vehicles Francesco Marchiori Mauro Conti AAML 68 0 0 11 Mar 2025
XAI4Extremes: An interpretable machine learning framework for understanding extreme-weather precursors under climate change Jiawen Wei Aniruddha Bora Vivek Oommen Chenyu Dong Juntao Yang Jeff Adie Chen Chen Simon See George Karniadakis G. Mengaldo AI4Cl 108 0 0 11 Mar 2025
Generalizable and Explainable Deep Learning for Medical Image Computing: An Overview Ahmad Chaddad Yan Hu Yihang Wu Binbin Wen R. Kateb 91 6 0 11 Mar 2025
TransECG: Leveraging Transformers for Explainable ECG Re-identification Risk Analysis Ziyu Wang Elahe Khatibi Kianoosh Kazemi Iman Azimi Sanaz R. Mousavi Shaista Malik Amir M. Rahmani 74 0 0 11 Mar 2025
Regulatory DNA sequence Design with Reinforcement Learning Zhao-Qing Yang Fuchun Sun Chuan Cao Ji-Rong Wen 81 0 0 11 Mar 2025
Diagnostic-free onboard battery health assessment Yunhong Che Vivek N. Lam Jinwook Rhyu Joachim Schaeffer Minsu Kim M. Bazant W. Chueh R. D. Braatz 65 0 0 10 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 132 2 0 10 Mar 2025
Joint Explainability-Performance Optimization With Surrogate Models for AI-Driven Edge Services Foivos Charalampakos Thomas Tsouparopoulos Iordanis Koutsopoulos 77 1 0 10 Mar 2025
Measuring directional bias amplification in image captions using predictability Rahul Nair Bhanu Tokas Neel Shah Hannah Kerner 90 0 0 10 Mar 2025
SHAP-Integrated Convolutional Diagnostic Networks for Feature-Selective Medical Analysis Yan Hu Ahmad Chaddad 73 0 0 10 Mar 2025
Now you see me! A framework for obtaining class-relevant saliency maps Nils Philipp Walter Jilles Vreeken Jonas Fischer FAtt 88 0 0 10 Mar 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 90 0 0 09 Mar 2025
A Causal Inference Approach for Quantifying Research Impact Keiichi Ochiai Yutaka Matsuo 118 0 0 07 Mar 2025
Interpretable Visualizations of Data Spaces for Classification Problems Christian Jorgensen Arthur Y. Lin Rhushil Vasavada Rose K. Cersonsky 48 0 0 07 Mar 2025
Uncertainty-Aware Explainable Federated Learning Yanci Zhang Han Yu 87 0 0 07 Mar 2025
Robust Intrusion Detection System with Explainable Artificial Intelligence Betül Güvenç Paltun Ramin Fuladi Rim El Malki AAML 66 0 0 07 Mar 2025
Post-Hoc Concept Disentanglement: From Correlated to Isolated Concept Representations Eren Erogullari Sebastian Lapuschkin Wojciech Samek Frederik Pahde LLMSV CoGe 72 0 0 07 Mar 2025
Revealing Hidden Mechanisms of Cross-Country Content Moderation with Natural Language Processing Neemesh Yadav Jiarui Liu Francesco Ortu Roya Ensafi Zhijing Jin Rada Mihalcea 52 0 0 07 Mar 2025
Towards Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients Niklas Penzel Joachim Denzler FAtt 72 0 0 07 Mar 2025
LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue Sangyeop Kim S. Park Jaewon Jung Jinseok Kim Sungzoon Cho 68 0 0 06 Mar 2025
Talking Back -- human input and explanations to interactive AI systems Alan Dix Tommaso Turchi Ben Wilson Anna Monreale Matt Roach 58 1 0 06 Mar 2025
VirtualXAI: A User-Centric Framework for Explainability Assessment Leveraging GPT-Generated Personas Georgios Makridis Vasileios Koukos G. Fatouros D. Kyriazis 111 1 0 06 Mar 2025
An artificially intelligent magnetic resonance spectroscopy quantification method: Comparison between QNet and LCModel on the cloud computing platform CloudBrain-MRS Meijin Lin Lin Guo Dicheng Chen Jianshu Chen Zhangren Tu ... Yuan Long Zhiguo Huang Di Guo X. Qu Haiwei Han 56 0 0 06 Mar 2025