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
Unifying Image Counterfactuals and Feature Attributions with Latent-Space Adversarial Attacks Jeremy Goldwasser Giles Hooker AAML 48 0 0 21 Apr 2025
Surrogate Fitness Metrics for Interpretable Reinforcement Learning Philipp Altmann Céline Davignon Maximilian Zorn Fabian Ritz Claudia Linnhoff-Popien Thomas Gabor 44 0 0 20 Apr 2025
Mathematical Programming Models for Exact and Interpretable Formulation of Neural Networks Masoud Ataei Edrin Hasaj Jacob Gipp Sepideh Forouzi 37 0 0 19 Apr 2025
Leakage and Interpretability in Concept-Based Models Enrico Parisini Tapabrata Chakraborti Chris Harbron Ben D. MacArthur Christopher R. S. Banerji 67 0 0 18 Apr 2025
Long-context Non-factoid Question Answering in Indic Languages Ritwik Mishra R. Shah Ponnurangam Kumaraguru 58 0 0 18 Apr 2025
Decoding Vision Transformers: the Diffusion Steering Lens Ryota Takatsuki Sonia Joseph Ippei Fujisawa Ryota Kanai DiffM 59 0 0 18 Apr 2025
Probabilistic Stability Guarantees for Feature Attributions Helen Jin Anton Xue Weiqiu You Surbhi Goel Eric Wong 56 0 0 18 Apr 2025
Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations Yiyou Sun Y. Gai Lijie Chen Abhilasha Ravichander Yejin Choi D. Song HILM 73 1 0 17 Apr 2025
PCBEAR: Pose Concept Bottleneck for Explainable Action Recognition Jongseo Lee Wooil Lee Gyeong-Moon Park Seong Tae Kim Jinwoo Choi 88 0 0 17 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 97 2 0 17 Apr 2025
Can Moran Eigenvectors Improve Machine Learning of Spatial Data? Insights from Synthetic Data Validation Ziqi Li Zhan Peng 52 0 0 16 Apr 2025
Don't Just Translate, Agitate: Using Large Language Models as Devil's Advocates for AI Explanations Ashley Suh Kenneth Alperin Harry Li Steven R. Gomez 51 0 0 16 Apr 2025
Decision-based AI Visual Navigation for Cardiac Ultrasounds Andy Dimnaku Dominic Yurk Zhiyuan Gao Arun Padmanabhan Mandar Aras Yaser Abu-Mostafa 49 0 0 16 Apr 2025
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis Miaosen Luo Yuncheng Jiang Sijie Mai 66 0 0 16 Apr 2025
C-SHAP for time series: An approach to high-level temporal explanations Annemarie Jutte Faizan Ahmed Jeroen Linssen Maurice van Keulen AI4TS 49 0 0 15 Apr 2025
Towards Spatially-Aware and Optimally Faithful Concept-Based Explanations Shubham Kumar Dwip Dalal Narendra Ahuja 59 0 0 15 Apr 2025
Large Language Model-Informed Feature Discovery Improves Prediction and Interpretation of Credibility Perceptions of Visual Content Yilang Peng Sijia Qian Yingdan Lu Cuihua Shen 44 0 0 15 Apr 2025
Challenges in interpretability of additive models Xinyu Zhang Julien Martinelli S. T. John AAML AI4CE 86 1 0 14 Apr 2025
GlyTwin: Digital Twin for Glucose Control in Type 1 Diabetes Through Optimal Behavioral Modifications Using Patient-Centric Counterfactuals Asiful Arefeen Saman Khamesian Maria Adela Grando Bithika Thompson Hassan Ghasemzadeh 57 0 0 14 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 125 1 0 14 Apr 2025
Explainable Artificial Intelligence techniques for interpretation of food datasets: a review Leonardo Arrighi Ingrid Alves de Moraes Marco Zullich Michele Simonato Douglas Fernandes Barbin Sylvio Barbon Junior 50 0 0 12 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 62 0 0 11 Apr 2025
Hallucination, reliability, and the role of generative AI in science Charles Rathkopf HILM 63 0 0 11 Apr 2025
A constraints-based approach to fully interpretable neural networks for detecting learner behaviors Juan D. Pinto Luc Paquette 66 0 0 10 Apr 2025
Adaptive Shrinkage Estimation For Personalized Deep Kernel Regression In Modeling Brain Trajectories Vasiliki Tassopoulou H. Shou Christos Davatzikos 30 0 0 10 Apr 2025
A Meaningful Perturbation Metric for Evaluating Explainability Methods Danielle Cohen Hila Chefer Lior Wolf AAML 38 0 0 09 Apr 2025
Hyperparameter Optimisation with Practical Interpretability and Explanation Methods in Probabilistic Curriculum Learning Llewyn Salt Marcus Gallagher 47 0 0 09 Apr 2025
PLM-eXplain: Divide and Conquer the Protein Embedding Space Jan van Eck Dea Gogishvili Wilson Silva Sanne Abeln 51 0 0 09 Apr 2025
Beware of "Explanations" of AI David Martens Galit Shmueli Theodoros Evgeniou Kevin Bauer Christian Janiesch ... Claudia Perlich Wouter Verbeke Alona Zharova Patrick Zschech F. Provost 70 1 0 09 Apr 2025
Assessing how hyperparameters impact Large Language Models' sarcasm detection performance Montgomery Gole Andriy Miranskyy AI4MH 41 0 0 08 Apr 2025
Explainable AI for building energy retrofitting under data scarcity Panagiota Rempi Sotiris Pelekis Alexandros-Menelaos Tzortzis Evangelos Karakolis Christos Ntanos D. Askounis 67 1 0 08 Apr 2025
GraphPINE: Graph Importance Propagation for Interpretable Drug Response Prediction Yoshitaka Inoue Tianfan Fu Augustin Luna 39 0 0 07 Apr 2025
Concept Extraction for Time Series with ECLAD-ts Antonia Holzapfel Andres Felipe Posada-Moreno Sebastian Trimpe AI4TS 49 0 0 07 Apr 2025
Predicting Survivability of Cancer Patients with Metastatic Patterns Using Explainable AI Polycarp Nalela Deepthi Rao Praveen Rao 52 0 0 07 Apr 2025
Hybrid machine learning data assimilation for marine biogeochemistry Ieuan Higgs Ross Bannister Jozef Skákala Alberto Carrassi Stefano Ciavatta AI4Cl AI4CE 68 0 0 07 Apr 2025
Exploring Local Interpretable Model-Agnostic Explanations for Speech Emotion Recognition with Distribution-Shift Maja J. Hjuler Line H. Clemmensen Sneha Das FAtt 65 1 0 07 Apr 2025
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation Tianyi Ren Juampablo Heras Rivera Hitender Oswal Yutong Pan Agamdeep Chopra Jacob Ruzevick Mehmet Kurt 50 0 0 06 Apr 2025
A Comparative Study of Explainable AI Methods: Model-Agnostic vs. Model-Specific Approaches Keerthi Devireddy 37 0 0 05 Apr 2025
Unlocking Neural Transparency: Jacobian Maps for Explainable AI in Alzheimer's Detection Yasmine Mustafa Mohamed Elmahallawy Tie-Mei Luo FAtt 107 0 0 04 Apr 2025
Detecting Stereotypes and Anti-stereotypes the Correct Way Using Social Psychological Underpinnings Kaustubh Shivshankar Shejole Pushpak Bhattacharyya 37 0 0 04 Apr 2025
Interpretable Multimodal Learning for Tumor Protein-Metal Binding: Progress, Challenges, and Perspectives Xiaokun Liu Sayedmohammadreza Rastegari Yijun Huang Sxe Chang Cheong Weikang Liu ... Sina Tabakhi Xianyuan Liu Zheqing Zhu Wei Sang Haiping Lu 45 0 0 04 Apr 2025
Structured Knowledge Accumulation: The Principle of Entropic Least Action in Forward-Only Neural Learning Bouarfa Mahi Quantiota 60 0 0 04 Apr 2025
Am I Being Treated Fairly? A Conceptual Framework for Individuals to Ascertain Fairness Juliett Suárez Ferreira Marija Slavkovik Jorge Casillas FaML 102 0 0 03 Apr 2025
Geospatial Artificial Intelligence for Satellite-based Flood Extent Mapping: Concepts, Advances, and Future Perspectives Hyunho Lee Wenwen Li AI4CE 58 0 0 03 Apr 2025
Engineering Artificial Intelligence: Framework, Challenges, and Future Direction Jay Lee Hanqi Su Dai-Yan Ji Takanobu Minami AI4CE 84 0 0 03 Apr 2025
Integrating Identity-Based Identification against Adaptive Adversaries in Federated Learning Jakub Kacper Szelag Ji-Jian Chin Lauren Ansell Sook-Chin Yip 52 0 0 03 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay Hussain Jagirdar Rukma Talwadker Aditya Pareek Pulkit Agrawal Tridib Mukherjee AI4TS 95 1 0 03 Apr 2025
Noiser: Bounded Input Perturbations for Attributing Large Language Models Mohammad Reza Ghasemi Madani Aryo Pradipta Gema Gabriele Sarti Yu Zhao Pasquale Minervini Andrea Passerini AAML 80 0 0 03 Apr 2025
Antithetic Sampling for Top-k Shapley Identification Patrick Kolpaczki Tim Nielen Eyke Hüllermeier TDI FAtt 99 0 0 02 Apr 2025
Multivariate Temporal Regression at Scale: A Three-Pillar Framework Combining ML, XAI, and NLP Jiztom Kavalakkatt Francis Matthew J. Darr 46 0 0 02 Apr 2025