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
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals Marouane Il Idrissi Agathe Fernandes Machado Ewen Gallic Arthur Charpentier 112 0 0 19 May 2025
Towards Budget-Friendly Model-Agnostic Explanation Generation for Large Language Models Junhao Liu Haonan Yu Xin Zhang LRM 83 0 0 18 May 2025
Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Yang Zhao Pu Wang Yibo Zhao H. Du Hao Frank Yang 65 0 0 18 May 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 71 0 0 18 May 2025
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data Dan Ofer Michal Linial Dafna Shahaf 38 0 0 18 May 2025
LAMP: Extracting Locally Linear Decision Surfaces from LLM World Models Ryan Chen Youngmin Ko Zeyu Zhang Catherine Cho Sunny Chung Mauro Giuffré Dennis L. Shung Bradly C. Stadie 79 0 0 17 May 2025
Attribution Projection Calculus: A Novel Framework for Causal Inference in Bayesian Networks M Ruhul Amin 106 0 0 17 May 2025
Safe Delta: Consistently Preserving Safety when Fine-Tuning LLMs on Diverse Datasets Ning Lu Shengcai Liu Jiahao Wu Weiyu Chen Zhirui Zhang Yew-Soon Ong Qi Wang Ke Tang 59 1 0 17 May 2025
A Fast Kernel-based Conditional Independence test with Application to Causal Discovery Oliver Schacht Biwei Huang 91 0 0 16 May 2025
Automated Real-time Assessment of Intracranial Hemorrhage Detection AI Using an Ensembled Monitoring Model (EMM) Zhongnan Fang Andrew Johnston Lina Cheuy Hye Sun Na Magdalini Paschali ... Derrick Laurel Andrew Walker Campion Michael Iv Akshay S. Chaudhari David B. Larson 69 0 0 16 May 2025
Explainable Machine Learning for Oxygen Diffusion in Perovskites and Pyrochlores Grace M. Lu Dallas R. Trinkle 16 0 0 16 May 2025
Urban Representation Learning for Fine-grained Economic Mapping: A Semi-supervised Graph-based Approach Jinzhou Cao Xiangxu Wang Jiashi Chen Wei Tu Zhenhui Li Xindong Yang Tianhong Zhao Qingquan Li AI4TS 16 0 0 16 May 2025
FairSHAP: Preprocessing for Fairness Through Attribution-Based Data Augmentation Lin Zhu Yijun Bian Lei You TDI 79 0 0 16 May 2025
Analysis of Customer Journeys Using Prototype Detection and Counterfactual Explanations for Sequential Data Keita Kinjo 40 0 0 16 May 2025
Minimizing False-Positive Attributions in Explanations of Non-Linear Models Anders Gjølbye Stefan Haufe Lars Kai Hansen 96 0 0 16 May 2025
RanDeS: Randomized Delta Superposition for Multi-Model Compression Hangyu Zhou Aaron Gokaslan Volodymyr Kuleshov Bharath Hariharan MoMe 40 0 0 16 May 2025
Heart2Mind: Human-Centered Contestable Psychiatric Disorder Diagnosis System using Wearable ECG Monitors Hung Nguyen Alireza Rahimi Veronica Whitford Hélène Fournier Irina Kondratova René Richard Hung Cao 60 0 0 16 May 2025
On the Security Risks of ML-based Malware Detection Systems: A Survey Ping He Yuhao Mao Changjiang Li Lorenzo Cavallaro Ting Wang Shouling Ji 48 0 0 16 May 2025
PnPXAI: A Universal XAI Framework Providing Automatic Explanations Across Diverse Modalities and Models Seongun Kim Sol A Kim Geonhyeong Kim Enver Menadjiev Chanwoo Lee Seongwook Chung Nari Kim Jaesik Choi 81 0 0 15 May 2025
Financial Fraud Detection Using Explainable AI and Stacking Ensemble Methods Fahad Almalki Mehedi Masud 66 0 0 15 May 2025
A User Study Evaluating Argumentative Explanations in Diagnostic Decision Support Felix Liedeker Olivia Sanchez-Graillet Moana Seidler Christian Brandt Jörg Wellmer Philipp Cimiano 68 0 0 15 May 2025
Evaluating Model Explanations without Ground Truth Kaivalya Rawal Zihao Fu Eoin Delaney Chris Russell FAtt XAI 68 0 0 15 May 2025
Enhanced Photonic Chip Design via Interpretable Machine Learning Techniques Lirandë Pira Airin Antony Nayanthara Prathap Daniel Peace Jacquiline Romero 66 0 0 14 May 2025
Explainability Through Human-Centric Design for XAI in Lung Cancer Detection Amy Rafferty Rishi Ramaesh Ajitha Rajan 85 0 0 14 May 2025
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 90 0 0 13 May 2025
neuralGAM: An R Package for Fitting Generalized Additive Neural Networks Ines Ortega-Fernandez Marta Sestelo 132 0 0 13 May 2025
Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning Gijs Vermariën Serena Viti Johannes Heyl Francesco Fontani 28 0 0 13 May 2025
AI and Generative AI Transforming Disaster Management: A Survey of Damage Assessment and Response Techniques Aman Raj Lakshit Arora Sanjay Surendranath Girija Shashank Kapoor Dipen Pradhan Ankit Shetgaonkar 104 0 0 13 May 2025
A Federated Random Forest Solution for Secure Distributed Machine Learning Alexandre Cotorobai Jorge Miguel Silva Jose Luis Oliveira OOD FedML 75 0 0 12 May 2025
Tuning for Trustworthiness -- Balancing Performance and Explanation Consistency in Neural Network Optimization Alexander Hinterleitner Thomas Bartz-Beielstein 48 0 0 12 May 2025
Evaluating Explanation Quality in X-IDS Using Feature Alignment Metrics Mohammed Alquliti Erisa Karafili BooJoong Kang XAI 53 0 0 12 May 2025
Explainable AI the Latest Advancements and New Trends Bowen Long Enjie Liu Renxi Qiu Yanqing Duan XAI 74 0 0 11 May 2025
Decoding Futures Price Dynamics: A Regularized Sparse Autoencoder for Interpretable Multi-Horizon Forecasting and Factor Discovery Abhijit Gupta 66 0 0 11 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato Choong Seon Hong AI4CE 74 0 0 11 May 2025
Integrating Explainable AI in Medical Devices: Technical, Clinical and Regulatory Insights and Recommendations Dima Alattal Asal Khoshravan Azar P. Myles Richard Branson Hatim Abdulhussein Allan Tucker 57 0 0 10 May 2025
Interpretable SHAP-bounded Bayesian Optimization for Underwater Acoustic Metamaterial Coating Design Hansani Weeratunge Dominic Robe Elnaz Hajizadeh 40 0 0 10 May 2025
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 49 0 0 09 May 2025
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena Philip Naumann Jacob R. Kauffmann G. Montavon 50 0 0 09 May 2025
What Do People Want to Know About Artificial Intelligence (AI)? The Importance of Answering End-User Questions to Explain Autonomous Vehicle (AV) Decisions Somayeh Molaei Lionel P. Robert Nikola Banovic 35 0 0 09 May 2025
Estimating Quality in Therapeutic Conversations: A Multi-Dimensional Natural Language Processing Framework Alice Rueda Argyrios Perivolaris Niloy Roy Dylan Weston Sarmed Shaya ... Yanzhe Zhang Bo Cao Reza Samavi Sridhar Krishnan Venkat Bhat 44 0 0 09 May 2025
This part looks alike this: identifying important parts of explained instances and prototypes Jacek Karolczak Jerzy Stefanowski 43 0 0 08 May 2025
CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis Hao Zhen Jidong J. Yang 45 0 0 08 May 2025
Unpacking Robustness in Inflectional Languages: Adversarial Evaluation and Mechanistic Insights Paweł Walkowiak Marek Klonowski Marcin Oleksy Arkadiusz Janz AAML 70 0 0 08 May 2025
Prediction via Shapley Value Regression Amr Alkhatib Roman Bresson Henrik Bostrom Michalis Vazirgiannis TDI FAtt 71 0 0 07 May 2025
Exploring Convolutional Neural Networks for Rice Grain Classification: An Explainable AI Approach Muhammad Junaid Asif Hamza Khan Rabia Tehseen Syed Tahir Hussain Rizvi Mujtaba Asad Shazia Saqib Rana Fayyaz Ahmad 65 0 0 07 May 2025
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 70 0 1 07 May 2025
Sparsity is All You Need: Rethinking Biological Pathway-Informed Approaches in Deep Learning Isabella Caranzano Corrado Pancotti Cesare Rollo Flavio Sartori Pietro Liò P. Fariselli Tiziana Sanavia OOD UQCV 79 0 0 07 May 2025
A Framework to Prevent Biometric Data Leakage in the Immersive Technologies Domain Keshav Sood Iynkaran Natgunanathan Uthayasanker Thayasivam Vithurabiman Senthuran Xiaoning Zhang Shui Yu 87 0 0 07 May 2025
Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Matteo Ceschin Leonardo Arrighi Luca Longo Sylvio Barbon Junior 77 0 0 06 May 2025
Feature Relevancy, Necessity and Usefulness: Complexity and Algorithms Tomás Capdevielle Santiago Cifuentes FAtt 61 0 0 06 May 2025