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
Learning Interpretable Differentiable Logic Networks for Tabular Regression C. Yue N. Jha 57 0 0 29 May 2025
Data Model Design for Explainable Machine Learning-based Electricity Applications Carolina Fortuna Gregor Cerar Blaž Bertalanič Andrej Čampa M. Mohorčič 38 0 0 29 May 2025
Shapley Value-driven Data Pruning for Recommender Systems Yansen Zhang Xiaokun Zhang Ziqiang Cui Chen Ma TDI 53 0 0 28 May 2025
Self-Critique and Refinement for Faithful Natural Language Explanations Yingming Wang Pepa Atanasova LRM 40 0 0 28 May 2025
StarBASE-GP: Biologically-Guided Automated Machine Learning for Genotype-to-Phenotype Association Analysis Jose Guadalupe Hernandez Attri Ghosh Philip J. Freda Yufei Meng Nicholas Matsumoto Jason H. Moore 38 0 0 28 May 2025
Do you see what I see? An Ambiguous Optical Illusion Dataset exposing limitations of Explainable AI Carina Newen Luca Hinkamp Maria Ntonti Emmanuel Müller 40 0 0 27 May 2025
Explainability of Large Language Models using SMILE: Statistical Model-agnostic Interpretability with Local Explanations Zeinab Dehghani Koorosh Aslansefat Adil Khan Mohammed Naveed Akram MILM LRM 40 0 0 27 May 2025
Relevance-driven Input Dropout: an Explanation-guided Regularization Technique Shreyas Gururaj Lars Grüne Wojciech Samek Sebastian Lapuschkin Leander Weber 61 0 0 27 May 2025
Learning optimal treatment strategies for intraoperative hypotension using deep reinforcement learning Esra Adiyeke Tianqi Liu Venkata Sai Dheeraj Naganaboina Han Li Tyler J. Loftus ... Karandeep Singh Ruogu Fang Parisa Rashidi A. Bihorac T. Ozrazgat-Baslanti OffRL 40 0 0 27 May 2025
Union Shapley Value: Quantifying Group Impact via Collective Removal Piotr Kępczyński Oskar Skibski TDI 61 0 0 27 May 2025
Explanation User Interfaces: A Systematic Literature Review Eleonora Cappuccio Andrea Esposito Francesco Greco Giuseppe Desolda Rosa Lanzilotti Salvatore Rinzivillo 46 0 0 26 May 2025
Transformers in Protein: A Survey Xiaowen Ling Zhiqiang Li Yanbin Wang Zhuhong You ViT MedIm AI4CE 45 0 0 26 May 2025
SaSi: A Self-augmented and Self-interpreted Deep Learning Approach for Few-shot Cryo-ET Particle Detection Gokul Adethya Bhanu Pratyush Mantha Tianyang Wang Xingjian Li Min Xu 3DPC 43 0 0 26 May 2025
SCAR: Shapley Credit Assignment for More Efficient RLHF Meng Cao Shuyuan Zhang Xiao-Wen Chang Doina Precup 40 0 0 26 May 2025
Grokking ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior Florian Eichin Yupei Du Philipp Mondorf Barbara Plank Michael A. Hedderich FAtt 47 0 0 26 May 2025
Learning to Explain: Prototype-Based Surrogate Models for LLM Classification Bowen Wei Mehrdad Fazli Ziwei Zhu LLMAG 50 0 0 25 May 2025
A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations Lingjun Zhao Hal Daumé III 69 0 0 25 May 2025
An Interpretable Representation Learning Approach for Diffusion Tensor Imaging Vishwa Mohan Singh Alberto Gaston Villagran Asiares Luisa Sophie Schuhmacher Kate Rendall Simon Weißbrod David Rügamer Inga Körte 55 0 0 25 May 2025
On the Role of Label Noise in the Feature Learning Process Andi Han Wei Huang Zhanpeng Zhou Gang Niu Wuyang Chen Junchi Yan Akiko Takeda Taiji Suzuki NoLa MLT 79 0 0 25 May 2025
Faithful Group Shapley Value Kiljae Lee Ziqi Liu Weijing Tang Yuan Zhang TDI FedML 54 0 0 25 May 2025
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling Hojun Son Asma Almutairi Arpan Kusari 56 0 0 24 May 2025
LAMDA: A Longitudinal Android Malware Benchmark for Concept Drift Analysis Md. Mahim Anjum Haque Ismail Hossain Md Mahmuduzzaman Kamol Md. jahangir Alam Suresh Kumar Amalapuram Sajedul Talukder Mohammad Saidur Rahman 45 0 0 24 May 2025
Reverse-Speech-Finder: A Neural Network Backtracking Architecture for Generating Alzheimer's Disease Speech Samples and Improving Diagnosis Performance Victor O.K. Li Yang Han Jacqueline C. K. Lam Lawrence Y. L. Cheung 83 0 0 23 May 2025
ProxySPEX: Inference-Efficient Interpretability via Sparse Feature Interactions in LLMs Landon Butler Abhineet Agarwal Justin Singh Kang Yigit Efe Erginbas Bin Yu Kannan Ramchandran 71 0 0 23 May 2025
Debiasing CLIP: Interpreting and Correcting Bias in Attention Heads Wei Jie Yeo Rui Mao Moloud Abdar Erik Cambria Ranjan Satapathy 68 0 0 23 May 2025
GIM: Improved Interpretability for Large Language Models Joakim Edin Róbert Csordás Tuukka Ruotsalo Zhengxuan Wu Maria Maistro Jing-ling Huang Lars Maaløe 67 0 0 23 May 2025
EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion Zichuan Yang 113 0 0 23 May 2025
Computing Exact Shapley Values in Polynomial Time for Product-Kernel Methods Majid Mohammadi Siu Lun Chau Krikamol Muandet FAtt 89 0 0 22 May 2025
Interpretable Machine Learning for Macro Alpha: A News Sentiment Case Study Yuke Zhang AIFin 49 0 0 22 May 2025
MoRE-Brain: Routed Mixture of Experts for Interpretable and Generalizable Cross-Subject fMRI Visual Decoding Yuxiang Wei Yanteng Zhang Xi Xiao Tianyang Wang Xiao Wang Vince D. Calhoun MoE 102 0 0 21 May 2025
Aligning Explanations with Human Communication Jacopo Teneggi Zhenzhen Wang Paul H. Yi Tianmin Shu Jeremias Sulam 98 0 0 21 May 2025
The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation Patrick Kahardipraja Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 67 0 0 21 May 2025
Reliable Vertical Federated Learning in 5G Core Network Architecture Mohamad Mestoukirdi Mourad Khanfouci 52 0 0 21 May 2025
RePPL: Recalibrating Perplexity by Uncertainty in Semantic Propagation and Language Generation for Explainable QA Hallucination Detection Yiming Huang Junyan Zhang Zihao Wang Biquan Bie Xuming Hu Yi R. Fung Xinlei He 62 0 0 21 May 2025
Explainable AI for Securing Healthcare in IoT-Integrated 6G Wireless Networks Navneet Kaur Lav Gupta 60 0 0 20 May 2025
Explaining Unreliable Perception in Automated Driving: A Fuzzy-based Monitoring Approach Aniket Salvi Gereon Weiss Mario Trapp 64 0 0 20 May 2025
Enhancing Interpretability of Sparse Latent Representations with Class Information Farshad Sangari Abiz Reshad Hosseini Babak N. Araabi DRL 75 0 0 20 May 2025
Interpretable Reinforcement Learning for Load Balancing using Kolmogorov-Arnold Networks Kamal Singh Sami Marouani Ahmad Al Sheikh Pham Tran Anh Quang Amaury Habrard 129 0 0 20 May 2025
Attributional Safety Failures in Large Language Models under Code-Mixed Perturbations Somnath Banerjee Pratyush Chatterjee Shanu Kumar Sayan Layek Parag Agrawal Rima Hazra Animesh Mukherjee AAML 89 0 0 20 May 2025
BACON: A fully explainable AI model with graded logic for decision making problems Haishi Bai Jozo Dujmovic Jianwu Wang 69 0 0 20 May 2025
CSAGC-IDS: A Dual-Module Deep Learning Network Intrusion Detection Model for Complex and Imbalanced Data Yifan Zeng 155 0 0 20 May 2025
The Evolution of Alpha in Finance Harnessing Human Insight and LLM Agents Mohammad Rubyet Islam AIFin 80 0 0 20 May 2025
Explainable Prediction of the Mechanical Properties of Composites with CNNs Varun Raaghav Dimitrios Bikos Antonio Rago Francesca Toni Maria Charalambides 47 0 0 20 May 2025
Personalized Student Knowledge Modeling for Future Learning Resource Prediction Soroush Hashemifar Sherry Sahebi AI4Ed 140 0 0 20 May 2025
Unveiling and Steering Connectome Organization with Interpretable Latent Variables Yubin Li Xingyu Liu Guozhang Chen 89 0 0 19 May 2025
EPIC: Explanation of Pretrained Image Classification Networks via Prototype Piotr Borycki Magdalena Trędowicz Szymon Janusz Jacek Tabor Przemysław Spurek Arkadiusz Lewicki Łukasz Struski 84 0 0 19 May 2025
Learning to Adapt to Position Bias in Vision Transformer Classifiers Robert-Jan Bruintjes Jan van Gemert 79 0 0 19 May 2025
Multi-Modal Artificial Intelligence of Embryo Grading and Pregnancy Prediction in Assisted Reproductive Technology: A Review Xueqiang Ouyang Jia Wei 28 0 0 19 May 2025
Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals Marouane Il Idrissi Agathe Fernandes Machado Ewen Gallic Arthur Charpentier 115 0 0 19 May 2025
Measuring Social Influence with Networked Synthetic Control Ho-Chun Herbert Chang 50 0 0 19 May 2025