Explanation in Artificial Intelligence: Insights from the Social Sciences

22 June 2017

Papers citing "Explanation in Artificial Intelligence: Insights from the Social Sciences"

50 / 1,242 papers shown

Title
Reliability and Interpretability in Science and Deep Learning Luigi Scorzato 36 3 0 14 Jan 2024
Relying on the Unreliable: The Impact of Language Models' Reluctance to Express Uncertainty Kaitlyn Zhou Jena D. Hwang Xiang Ren Maarten Sap 36 54 0 12 Jan 2024
What should I say? -- Interacting with AI and Natural Language Interfaces Mark Adkins 25 0 0 12 Jan 2024
Effects of Multimodal Explanations for Autonomous Driving on Driving Performance, Cognitive Load, Expertise, Confidence, and Trust Robert Kaufman Jean Costa Everlyne Kimani 64 7 0 08 Jan 2024
Verifying Relational Explanations: A Probabilistic Approach Abisha Thapa Magar Anup Shakya Somdeb Sarkhel Deepak Venugopal 20 0 0 05 Jan 2024
Towards Directive Explanations: Crafting Explainable AI Systems for Actionable Human-AI Interactions Aditya Bhattacharya 26 7 0 29 Dec 2023
Q-SENN: Quantized Self-Explaining Neural Networks Thomas Norrenbrock Marco Rudolph Bodo Rosenhahn FAtt AAML MILM 39 6 0 21 Dec 2023
Online Handbook of Argumentation for AI: Volume 4 Lars Bengel Lydia Blümel Elfia Bezou-Vrakatseli Federico Castagna Giulia DÁgostino ... Daphne Odekerken Fabrizio Russo Stefan Sarkadi Madeleine Waller A. Xydis 41 0 0 20 Dec 2023
Explainable artificial intelligence approaches for brain-computer interfaces: a review and design space Param S. Rajpura H. Cecotti Y. Meena 34 6 0 20 Dec 2023
Probabilistic Prediction of Longitudinal Trajectory Considering Driving Heterogeneity with Interpretability Shuli Wang Kun Gao Lanfang Zhang Yang Liu Lei Chen 44 4 0 19 Dec 2023
Explaining Reinforcement Learning Agents Through Counterfactual Action Outcomes Yotam Amitai Yael Septon Ofra Amir CML 38 5 0 18 Dec 2023
The Pros and Cons of Adversarial Robustness Yacine Izza Sasha Rubin AAML 35 1 0 18 Dec 2023
The Metacognitive Demands and Opportunities of Generative AI Lev Tankelevitch Viktor Kewenig Auste Simkute A. E. Scott Advait Sarkar Abigail Sellen Sean Rintel AI4CE 38 99 0 18 Dec 2023
Evaluative Item-Contrastive Explanations in Rankings Alessandro Castelnovo Riccardo Crupi Nicolo Mombelli Gabriele Nanino D. Regoli XAI ELM 33 1 0 14 Dec 2023
Clash of the Explainers: Argumentation for Context-Appropriate Explanations Leila Methnani Virginia Dignum Andreas Theodorou 21 0 0 12 Dec 2023
Anytime Approximate Formal Feature Attribution Jinqiang Yu Graham Farr Alexey Ignatiev Peter J. Stuckey 37 2 0 12 Dec 2023
"I Want It That Way": Enabling Interactive Decision Support Using Large Language Models and Constraint Programming Connor Lawless Jakob Schoeffer Lindy Le Kael Rowan Shilad Sen Cristina St. Hill Jina Suh Bahar Sarrafzadeh 46 8 0 12 Dec 2023
Explain To Decide: A Human-Centric Review on the Role of Explainable Artificial Intelligence in AI-assisted Decision Making Milad Rogha 41 0 0 11 Dec 2023
Is Feedback All You Need? Leveraging Natural Language Feedback in Goal-Conditioned Reinforcement Learning Sabrina McCallum Max Taylor-Davies Stefano V. Albrecht Alessandro Suglia 26 1 0 07 Dec 2023
Enhancing the Rationale-Input Alignment for Self-explaining Rationalization Wei Liu Yining Qi Jun Wang Zhiying Deng Yuankai Zhang Chengwei Wang Ruixuan Li 43 9 0 07 Dec 2023
Explaining with Contrastive Phrasal Highlighting: A Case Study in Assisting Humans to Detect Translation Differences Eleftheria Briakou Navita Goyal Marine Carpuat 38 1 0 04 Dec 2023
Understanding Your Agent: Leveraging Large Language Models for Behavior Explanation Xijia Zhang Yue (Sophie) Guo Simon Stepputtis Katia Sycara Joseph Campbell LLMAG LM&Ro 39 1 0 29 Nov 2023
Can LLMs Fix Issues with Reasoning Models? Towards More Likely Models for AI Planning Turgay Caglar Sirine Belhaj Tathagata Chakraborti Michael Katz S. Sreedharan LRM LLMAG 16 4 0 22 Nov 2023
Trustworthy AI: Deciding What to Decide Caesar Wu Yuan-Fang Li Jian Li Jingjing Xu Pascal Bouvry 49 3 0 21 Nov 2023
On the Relationship Between Interpretability and Explainability in Machine Learning Benjamin Leblanc Pascal Germain FaML 36 0 0 20 Nov 2023
The Rise of the AI Co-Pilot: Lessons for Design from Aviation and Beyond Abigail Sellen Eric Horvitz 39 20 0 16 Nov 2023
Forms of Understanding of XAI-Explanations Hendrik Buschmeier H. M. Buhl Friederike Kern Angela Grimminger Helen Beierling ... Lutz Terfloth Anna-Lisa Vollmer Yu Wang Annedore Wilmes Britta Wrede XAI 26 10 0 15 Nov 2023
Explain-then-Translate: An Analysis on Improving Program Translation with Self-generated Explanations Zilu Tang Mayank Agarwal Alex Shypula Bailin Wang Derry Wijaya Jie Chen Yoon Kim LRM 37 16 0 13 Nov 2023
Is Machine Learning Unsafe and Irresponsible in Social Sciences? Paradoxes and Reconsidering from Recidivism Prediction Tasks Jianhong Liu D. Li 21 1 0 11 Nov 2023
On the Multiple Roles of Ontologies in Explainable AI Roberto Confalonieri G. Guizzardi 25 5 0 08 Nov 2023
Extracting human interpretable structure-property relationships in chemistry using XAI and large language models Geemi P Wellawatte Philippe Schwaller 32 5 0 07 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 52 11 0 03 Nov 2023
Notion of Explainable Artificial Intelligence -- An Empirical Investigation from A Users Perspective A. Haque A. Najmul Islam Patrick Mikalef 41 1 0 01 Nov 2023
Will Code Remain a Relevant User Interface for End-User Programming with Generative AI Models? Advait Sarkar 39 16 0 01 Nov 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 39 192 0 30 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
On General Language Understanding David Schlangen 51 1 0 27 Oct 2023
Physician Detection of Clinical Harm in Machine Translation: Quality Estimation Aids in Reliance and Backtranslation Identifies Critical Errors Nikita Mehandru Sweta Agrawal Yimin Xiao Elaine C. Khoong Ge Gao Marine Carpuat Niloufar Salehi 37 10 0 25 Oct 2023
Human-centred explanation of rule-based decision-making systems in the legal domain Suzan Zuurmond AnneMarie Borg M. V. Kempen Remi Wieten 8 1 0 25 Oct 2023
On the stability, correctness and plausibility of visual explanation methods based on feature importance Romain Xu-Darme Jenny Benois-Pineau R. Giot Georges Quénot Zakaria Chihani M. Rousset Alexey Zhukov XAI FAtt 29 1 0 25 Oct 2023
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph Giacomo Balloccu Ludovico Boratto Christian Cancedda Gianni Fenu Mirko Marras 24 6 0 25 Oct 2023
The WHY in Business Processes: Discovery of Causal Execution Dependencies Fabiana Fournier Lior Limonad Inna Skarbovsky Yuval David 31 2 0 23 Oct 2023
XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification Jacqueline Höllig Steffen Thoma Florian Grimm AI4TS 22 1 0 23 Oct 2023
Explainable Depression Symptom Detection in Social Media Eliseo Bao Souto Anxo Perez Javier Parapar 34 5 0 20 Oct 2023
Generating collective counterfactual explanations in score-based classification via mathematical optimization E. Carrizosa Jasone Ramírez-Ayerbe Dolores Romero Morales 47 18 0 19 Oct 2023
Large Language Models Help Humans Verify Truthfulness -- Except When They Are Convincingly Wrong Chenglei Si Navita Goyal Sherry Tongshuang Wu Chen Zhao Shi Feng Hal Daumé Jordan L. Boyd-Graber LRM 52 39 0 19 Oct 2023
Rather a Nurse than a Physician -- Contrastive Explanations under Investigation Oliver Eberle Ilias Chalkidis Laura Cabello Stephanie Brandl 33 9 0 18 Oct 2023
Scene Text Recognition Models Explainability Using Local Features M. Ty Rowel Atienza 39 1 0 14 Oct 2023
An Information Bottleneck Characterization of the Understanding-Workload Tradeoff Lindsay M. Sanneman Mycal Tucker Julie A. Shah 37 2 0 11 Oct 2023
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations Nils Feldhus Qianli Wang Tatiana Anikina Sahil Chopra Cennet Oguz Sebastian Möller 45 11 0 09 Oct 2023