Perturbation-based methods for explaining deep neural networks: A survey

A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI

(2020) Erico Tjoa et al.   IEEE Transactions on Neural Networks and Learning Systems

Unmasking Clever Hans predictors and assessing what machines really learn

(2019) Sebastian Lapuschkin et al.   Nature Communications

Machine Learning Interpretability: A Survey on Methods and Metrics

(2019) Diogo V. Carvalho et al.   Electronics

A survey of deep learning techniques for autonomous driving

(2019) Sorin Grigorescu et al.   Journal of Field Robotics

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

(2019) Alejandro Barredo Arrieta et al.   Information Fusion

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Visual Analytics for Explainable Deep Learning

(2018) Jaegul Choo et al.   IEEE COMPUTER GRAPHICS AND APPLICATIONS

Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers

(2018) Fred Matthew Hohman et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visual interpretability for deep learning: a survey

(2018) Quan-shi Zhang et al.   Frontiers of Information Technology & Electronic Engineering

A Survey of Methods for Explaining Black Box Models

(2018) Riccardo Guidotti et al.   ACM COMPUTING SURVEYS

NLIZE: A Perturbation-Driven Visual Interrogation Tool for Analyzing and Interpreting Natural Language Inference Models

(2018) Shusen Liu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

The Arcade Learning Environment: An Evaluation Platform for General Agents

(2018) M. G. Bellemare et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

AI can be sexist and racist — it’s time to make it fair

(2018) James Zou et al.   NATURE

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

(2018) David Silver et al.   SCIENCE

Top-Down Neural Attention by Excitation Backprop

(2017) Jianming Zhang et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Evaluating the Visualization of What a Deep Neural Network Has Learned

(2017) Wojciech Samek et al.   IEEE Transactions on Neural Networks and Learning Systems

Performance of classification models from a user perspective

(2011) David Martens et al.   DECISION SUPPORT SYSTEMS

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION