Artificial Intelligence · Computer Science
Explaining Explanations: An Overview of Interpretability of Machine Learning
Leilani H. Gilpin, David Bau, Ben Z. Yuan, Ayesha Bajwa +2
2019-02-05
Machine Learning · Computer Science
Do Explanations Explain? Model Knows Best
Ashkan Khakzar, Pedram Khorsandi, Rozhin Nobahari, Nassir Navab
2022-03-07
Machine Learning · Computer Science
Evaluating Explanation Methods for Deep Learning in Security
Alexander Warnecke, Daniel Arp, Christian Wressnegger, Konrad Rieck
2020-04-28
Machine Learning · Statistics
Explainable Neural Networks based on Additive Index Models
Joel Vaughan, Agus Sudjianto, Erind Brahimi, Jie Chen +1
2018-06-07
Artificial Intelligence · Computer Science
Directions for Explainable Knowledge-Enabled Systems
Shruthi Chari, Daniel M. Gruen, Oshani Seneviratne, Deborah L. McGuinness
2020-03-18
Artificial Intelligence · Computer Science
Explaining Trained Neural Networks with Semantic Web Technologies: First Steps
Md Kamruzzaman Sarker, Ning Xie, Derek Doran, Michael Raymer +1
2017-10-13
Artificial Intelligence · Computer Science
What is understandable in Bayesian network explanations?
Raphaela Butz, Renée Schulz, Arjen Hommersom, Marko van Eekelen
2021-10-05
Artificial Intelligence · Computer Science
Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI
Shane T. Mueller, Robert R. Hoffman, William Clancey, Abigail Emrey +1
2019-02-07
Cryptography and Security · Computer Science
On the Importance of Domain-specific Explanations in AI-based Cybersecurity Systems (Technical Report)
Jose N. Paredes, Juan Carlos L. Teze, Gerardo I. Simari, Maria Vanina Martinez
2021-08-05