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
Extracting human interpretable structure-property relationships in chemistry using XAI and large language models Geemi P Wellawatte Philippe Schwaller 49 5 0 07 Nov 2023
The Energy Prediction Smart-Meter Dataset: Analysis of Previous Competitions and Beyond Direnc Pekaslan J. Alonso-Moral Kasun Bandara Christoph Bergmeir Juan Bernabé-Moreno ... Heda Song Christian Wagner Wenlong Wu Luis Magdalena I. Triguero 14 0 0 07 Nov 2023
Loss Balancing for Fair Supervised Learning Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan FedML FaML 45 6 0 07 Nov 2023
InterVLS: Interactive Model Understanding and Improvement with Vision-Language Surrogates Jinbin Huang Wenbin He Liangke Gou Liu Ren Chris Bryan VLM 47 1 0 06 Nov 2023
Does Explainable AI Have Moral Value? Joshua L.M. Brand Luca Nannini XAI 53 0 0 05 Nov 2023
The Potential of Wearable Sensors for Assessing Patient Acuity in Intensive Care Unit (ICU) Jessica Sena MD Tahsin Mostafiz Jiaqing Zhang Andrea Davidson S. Bandyopadhyay ... B. Shickel Tyler J. Loftus William Robson Schwartz A. Bihorac Parisa Rashidi 50 1 0 03 Nov 2023
An Introduction to Natural Language Processing Techniques and Framework for Clinical Implementation in Radiation Oncology Reza Khanmohammadi Mohammad Mahdi Ghassemi Kyle Verdecchia A. Ghanem Luo Bing ... H. Bagher-Ebadian Farzan Siddiqui Mohamed Elshaikh B. Movsas Kundan Thind LM&MA 51 2 0 03 Nov 2023
A Simple and Efficient Baseline for Data Attribution on Images Vasu Singla Pedro Sandoval-Segura Micah Goldblum Jonas Geiping Tom Goldstein FAtt 79 4 0 03 Nov 2023
Contextualizing the Limits of Model & Evaluation Dataset Curation on Semantic Similarity Classification Tasks Daniel Theron 24 0 0 03 Nov 2023
Assessing Fidelity in XAI post-hoc techniques: A Comparative Study with Ground Truth Explanations Datasets Miquel Miró-Nicolau Antoni Jaume-i-Capó Gabriel Moyà Alcover XAI 94 11 0 03 Nov 2023
Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models Sean Xie Soroush Vosoughi Saeed Hassanpour 89 3 0 03 Nov 2023
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification Preetam Prabhu Srikar Dammu Chirag Shah 55 2 0 03 Nov 2023
Feature Attribution Explanations for Spiking Neural Networks Elisa Nguyen Meike Nauta G. Englebienne Christin Seifert FAtt AAML LRM 34 0 0 02 Nov 2023
VFCFinder: Seamlessly Pairing Security Advisories and Patches T. Dunlap Elizabeth Lin William Enck Bradley Reaves 23 4 0 02 Nov 2023
Fast Shapley Value Estimation: A Unified Approach Borui Zhang Baotong Tian Wenzhao Zheng Jie Zhou Jiwen Lu TDI FAtt 76 0 0 02 Nov 2023
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma Max Torop A. Masoomi Davin Hill Kivanc Kose Stratis Ioannidis Jennifer Dy 85 4 0 01 Nov 2023
Learning impartial policies for sequential counterfactual explanations using Deep Reinforcement Learning E. Panagiotou Eirini Ntoutsi CML OffRL BDL 48 0 0 01 Nov 2023
Intriguing Properties of Data Attribution on Diffusion Models Xiaosen Zheng Tianyu Pang Chao Du Jing Jiang Min Lin TDI 62 25 1 01 Nov 2023
Unveiling Black-boxes: Explainable Deep Learning Models for Patent Classification Md. Shajalal Sebastian Denef Md. Rezaul Karim Alexander Boden Gunnar Stevens XAI 36 5 0 31 Oct 2023
Exploring Practitioner Perspectives On Training Data Attribution Explanations Elisa Nguyen Evgenii Kortukov Jean Y. Song Seong Joon Oh TDI 477 1 0 31 Oct 2023
Machine learning detects terminal singularities Tom Coates A. Kasprzyk Sara Veneziale 49 6 0 31 Oct 2023
Coalitional Manipulations and Immunity of the Shapley Value Christian Basteck Frank Huettner 17 0 0 31 Oct 2023
Hidden Conflicts in Neural Networks and Their Implications for Explainability Adam Dejl Hamed Ayoobi Hamed Ayoobi Matthew Williams Francesca Toni FAtt BDL 76 2 0 31 Oct 2023
Faithful and Robust Local Interpretability for Textual Predictions Gianluigi Lopardo F. Precioso Damien Garreau OOD 36 4 0 30 Oct 2023
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 71 209 0 30 Oct 2023
Explaining Tree Model Decisions in Natural Language for Network Intrusion Detection Noah Ziems Gang Liu John Flanagan Meng Jiang 27 8 0 30 Oct 2023
Efficient Shapley Performance Attribution for Least-Squares Regression Logan Bell Nikhil Devanathan Stephen Boyd TDI FAtt 53 0 0 30 Oct 2023
Improved Motor Imagery Classification Using Adaptive Spatial Filters Based on Particle Swarm Optimization Algorithm Xiong Xiong Ying Wang Tianyuan Song Jinguo Huang Guixia Kang 9 4 0 29 Oct 2023
Visual Explanations via Iterated Integrated Attributions Oren Barkan Yehonatan Elisha Yuval Asher Amit Eshel Noam Koenigstein FAtt XAI 36 18 0 28 Oct 2023
End-to-end Feature Selection Approach for Learning Skinny Trees Shibal Ibrahim Kayhan Behdin Rahul Mazumder 251 0 0 28 Oct 2023
Sample based Explanations via Generalized Representers Che-Ping Tsai Chih-Kuan Yeh Pradeep Ravikumar FAtt 69 8 0 27 Oct 2023
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors? Zachariah Carmichael Walter J. Scheirer FAtt 56 4 0 27 Oct 2023
Elevating Code-mixed Text Handling through Auditory Information of Words Mamta Mamta Zishan Ahmad Asif Ekbal 17 6 0 27 Oct 2023
"Honey, Tell Me What's Wrong", Global Explanation of Textual Discriminative Models through Cooperative Generation Antoine Chaffin Julien Delaunay 18 0 0 27 Oct 2023
A Comprehensive and Reliable Feature Attribution Method: Double-sided Remove and Reconstruct (DoRaR) Dong Qin G. Amariucai Daji Qiao Yong Guan Shen Fu 102 5 0 27 Oct 2023
A Survey on Trustworthy Edge Intelligence: From Security and Reliability To Transparency and Sustainability Xiaojie Wang Beibei Wang Yu Wu Zhaolong Ning Song Guo Feng Yu 47 13 0 27 Oct 2023
Inside the black box: Neural network-based real-time prediction of US recessions Seulki Chung 11 0 0 26 Oct 2023
Looping in the Human Collaborative and Explainable Bayesian Optimization Masaki Adachi Brady Planden David A. Howey Michael A. Osborne Sebastian Orbell Natalia Ares Krikamol Maundet Siu Lun Chau 51 14 0 26 Oct 2023
Learning Transfers over Several Programming Languages Razan Baltaji Saurabh Pujar Louis Mandel Martin Hirzel Luca Buratti Lav Varshney 23 3 0 25 Oct 2023
Parcel loss prediction in last-mile delivery: deep and non-deep approaches with insights from Explainable AI J. D. Leeuw Zaharah Bukhsh Yingqian Zhang 42 1 0 25 Oct 2023
Instance-wise Linearization of Neural Network for Model Interpretation Zhimin Li Shusen Liu B. Kailkhura Timo Bremer Valerio Pascucci MILM FAtt 39 0 0 25 Oct 2023
Context-aware feature attribution through argumentation Jinfeng Zhong E. Negre FAtt 46 0 0 24 Oct 2023
Physically Explainable Deep Learning for Convective Initiation Nowcasting Using GOES-16 Satellite Observations Da Fan S. Greybush David John Gagne E. Clothiaux 42 1 0 24 Oct 2023
Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words Hiroto Kurita Goro Kobayashi Sho Yokoi Kentaro Inui 48 2 0 24 Oct 2023
Using Slisemap to interpret physical data Lauri Seppäläinen Anton Björklund V. Besel Kai Puolamäki 44 1 0 24 Oct 2023
Interpretable Survival Analysis for Heart Failure Risk Prediction Mike Van Ness Tomas M. Bosschieter Natasha Din Andrew P Ambrosy Alexander Sandhu Madeleine Udell 47 4 0 24 Oct 2023
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification B. Haghi Lin Ma Sahin Lale A. Anandkumar Azita Emami 28 0 0 24 Oct 2023
Deep Integrated Explanations Oren Barkan Yehonatan Elisha Jonathan Weill Yuval Asher Amit Eshel Noam Koenigstein FAtt 83 7 0 23 Oct 2023
Machine Learning and Knowledge: Why Robustness Matters Jonathan Vandenburgh OOD 50 1 0 23 Oct 2023
XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification Jacqueline Höllig Steffen Thoma Florian Grimm AI4TS 37 1 0 23 Oct 2023