RISE: Randomized Input Sampling for Explanation of Black-box Models

19 June 2018

Abir Das

Papers citing "RISE: Randomized Input Sampling for Explanation of Black-box Models"

50 / 651 papers shown

Title
Evaluating Model Explanations without Ground Truth Kaivalya Rawal Zihao Fu Eoin Delaney Chris Russell FAtt XAI 31 0 0 15 May 2025
DocVXQA: Context-Aware Visual Explanations for Document Question Answering Mohamed Ali Souibgui Changkyu Choi Andrey Barsky Kangsoo Jung Ernest Valveny Dimosthenis Karatzas 25 0 0 12 May 2025
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 38 0 0 09 May 2025
Explainable Face Recognition via Improved Localization Rashik Shadman Daqing Hou Faraz Hussain M. G. Sarwar Murshed CVBM FAtt 26 0 0 04 May 2025
ABE: A Unified Framework for Robust and Faithful Attribution-Based Explainability Zhiyu Zhu Jiayu Zhang Zhibo Jin Fang Chen Jianlong Zhou FAtt 24 0 0 03 May 2025
Computational Identification of Regulatory Statements in EU Legislation Gijs Jan Brandsma Jens Blom-Hansen Christiaan Meijer Kody Moodley AILaw 51 0 0 01 May 2025
ODExAI: A Comprehensive Object Detection Explainable AI Evaluation Loc Phuc Truong Nguyen Hung Truong Thanh Nguyen Hung Cao 66 0 0 27 Apr 2025
What Makes for a Good Saliency Map? Comparing Strategies for Evaluating Saliency Maps in Explainable AI (XAI) Felix Kares Timo Speith Hanwei Zhang Markus Langer FAtt XAI 38 0 0 23 Apr 2025
Towards Spatially-Aware and Optimally Faithful Concept-Based Explanations Shubham Kumar Dwip Dalal Narendra Ahuja 21 0 0 15 Apr 2025
Interactivity x Explainability: Toward Understanding How Interactivity Can Improve Computer Vision Explanations Indu Panigrahi Sunnie S. Y. Kim Amna Liaqat Rohan Jinturkar Olga Russakovsky Ruth C. Fong Parastoo Abtahi FAtt HAI 57 0 0 14 Apr 2025
Metric-Guided Synthesis of Class Activation Mapping Alejandro Luque-Cerpa Elizabeth Polgreen Ajitha Rajan Hazem Torfah 27 0 0 14 Apr 2025
Are We Merely Justifying Results ex Post Facto? Quantifying Explanatory Inversion in Post-Hoc Model Explanations Zhen Tan Song Wang Yifan Li Yu Kong Jundong Li Tianlong Chen Huan Liu FAtt 43 0 0 11 Apr 2025
Uncovering the Structure of Explanation Quality with Spectral Analysis Johannes Maeß G. Montavon Shinichi Nakajima Klaus-Robert Müller Thomas Schnake FAtt 40 0 0 11 Apr 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 42 0 0 25 Mar 2025
Dynamic Accumulated Attention Map for Interpreting Evolution of Decision-Making in Vision Transformer Yi Liao Yongsheng Gao Weichuan Zhang 44 1 0 18 Mar 2025
Where do Large Vision-Language Models Look at when Answering Questions? X. Xing Chia-Wen Kuo Li Fuxin Yulei Niu Fan Chen Ming Li Ying Wu Longyin Wen Sijie Zhu LRM 58 0 0 18 Mar 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 100 1 0 13 Mar 2025
A Siamese Network to Detect If Two Iris Images Are Monozygotic Yongle Yuan Kevin W. Bowyer 58 0 0 12 Mar 2025
i-WiViG: Interpretable Window Vision GNN Ivica Obadic D. Kangin Dario Augusto Borges Oliveira Plamen Angelov Xiao Xiang Zhu 59 0 0 11 Mar 2025
Now you see me! A framework for obtaining class-relevant saliency maps Nils Philipp Walter Jilles Vreeken Jonas Fischer FAtt 40 0 0 10 Mar 2025
Attention, Please! PixelSHAP Reveals What Vision-Language Models Actually Focus On Roni Goldshmidt MLLM VLM 44 0 0 09 Mar 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 65 0 0 09 Mar 2025
Towards Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients Niklas Penzel Joachim Denzler FAtt 50 0 0 07 Mar 2025
QPM: Discrete Optimization for Globally Interpretable Image Classification Thomas Norrenbrock T. Kaiser Sovan Biswas R. Manuvinakurike Bodo Rosenhahn 55 0 0 27 Feb 2025
Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models Susmit Agrawal Deepika Vemuri S. Paul Vineeth N. Balasubramanian CLL 67 0 0 27 Feb 2025
Grad-ECLIP: Gradient-based Visual and Textual Explanations for CLIP Chenyang Zhao Kun Wang J. H. Hsiao Antoni B. Chan CLIP 71 0 0 26 Feb 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 67 0 0 24 Feb 2025
Disentangling Visual Transformers: Patch-level Interpretability for Image Classification Guillaume Jeanneret Loïc Simon F. Jurie ViT 49 0 0 24 Feb 2025
Analyzing Factors Influencing Driver Willingness to Accept Advanced Driver Assistance Systems Hannah Musau Nana Kankam Gyimah Judith Mwakalonge G. Comert Saidi Siuhi 43 0 0 23 Feb 2025
SPEX: Scaling Feature Interaction Explanations for LLMs J. S. Kang Landon Butler Abhineet Agarwal Y. E. Erginbas Ramtin Pedarsani Kannan Ramchandran Bin Yu VLM LRM 72 0 0 20 Feb 2025
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution Shichang Zhang Tessa Han Usha Bhalla Hima Lakkaraju FAtt 147 0 0 17 Feb 2025
Narrowing Information Bottleneck Theory for Multimodal Image-Text Representations Interpretability Zhiyu Zhu Zhibo Jin Jiayu Zhang Nan Yang Jiahao Huang Jianlong Zhou Fang Chen 41 0 0 16 Feb 2025
Feature Importance Depends on Properties of the Data: Towards Choosing the Correct Explanations for Your Data and Decision Trees based Models Célia Wafa Ayad Thomas Bonnier Benjamin Bosch Sonali Parbhoo Jesse Read FAtt XAI 100 0 0 11 Feb 2025
Discovering Chunks in Neural Embeddings for Interpretability Shuchen Wu Stephan Alaniz Eric Schulz Zeynep Akata 42 0 0 03 Feb 2025
Generating visual explanations from deep networks using implicit neural representations Michal Byra Henrik Skibbe GAN FAtt 29 0 0 20 Jan 2025
COMIX: Compositional Explanations using Prototypes S. Sivaprasad D. Kangin Plamen Angelov Mario Fritz 139 0 0 10 Jan 2025
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics Lukas Klein Carsten T. Lüth U. Schlegel Till J. Bungert Mennatallah El-Assady Paul F. Jäger XAI ELM 42 2 0 03 Jan 2025
Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers Bohang Sun Pietro Liò ViT AAML 40 1 0 02 Jan 2025
A Tale of Two Imperatives: Privacy and Explainability Supriya Manna Niladri Sett 94 0 0 30 Dec 2024
Attribution for Enhanced Explanation with Transferable Adversarial eXploration Zhiyu Zhu Jiayu Zhang Zhibo Jin Huaming Chen Jianlong Zhou Fang Chen AAML ViT 38 0 0 27 Dec 2024
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu J. Liu N. Shah Ping Chen 93 2 0 18 Dec 2024
Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality Qitong Wang Tang Li Kien X. Nguyen Xi Peng 85 0 0 17 Dec 2024
Advancing Attribution-Based Neural Network Explainability through Relative Absolute Magnitude Layer-Wise Relevance Propagation and Multi-Component Evaluation Davor Vukadin Petar Afrić Marin Šilić Goran Delač FAtt 93 2 0 12 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 101 14 0 03 Dec 2024
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models Yi Liao Yongsheng Gao Weichuan Zhang 74 0 0 02 Dec 2024
Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability Wen-Dong Jiang Chih-Yung Chang Show-Jane Yen Diptendu Sinha Roy FAtt HAI 67 1 0 02 Dec 2024
Explaining Object Detectors via Collective Contribution of Pixels Toshinori Yamauchi Hiroshi Kera K. Kawamoto ObjD FAtt 66 1 0 01 Dec 2024
Explaining the Impact of Training on Vision Models via Activation Clustering Ahcène Boubekki Samuel G. Fadel Sebastian Mair 89 0 0 29 Nov 2024
Transparent Neighborhood Approximation for Text Classifier Explanation Yi Cai Arthur Zimek Eirini Ntoutsi Gerhard Wunder AAML 64 0 0 25 Nov 2024
Interpreting Object-level Foundation Models via Visual Precision Search Ruoyu Chen Siyuan Liang Jingzhi Li Shiming Liu Maosen Li Zheng Huang Hua Zhang Xiaochun Cao FAtt 82 4 0 25 Nov 2024