Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning
Abstract
Supplemental Material
- Download
- 75.54 MB
References
Index Terms
- Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning
Recommendations
Counterfactual explanations for misclassified images: How human and machine explanations differ
AbstractCounterfactual explanations have emerged as a popular solution for the eXplainable AI (XAI) problem of elucidating the predictions of black-box deep-learning systems because people easily understand them, they apply across different problem ...
Highlights- A novel user-centric methodology where users create counterfactual explanations.
- Human-generated counterfactuals differ significantly from machine-generated ones.
- A novel interpretation of this difference using the notion of “...
Prototype-Guided Counterfactual Explanations via Variational Auto-encoder for Recommendation
Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo TrackAbstractCounterfactual reasoning has recently achieved impressive performance in the explainability of recommendation. However, existing counterfactual explainable methods ignore the realism of explanations and consider only the sparsity and proximity of ...
Counterfactual Explanations for Reinforcement Learning Agents
AAMAS '23: Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent SystemsReinforcement learning (RL) algorithms often use neural networks to represent agent's policy, making them difficult to interpret. Counterfactual explanations are human-friendly explanations which offer users actionable advice on how to change their ...
Comments
Information & Contributors
Information
Published In
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
- National Science Foundation
Conference
Acceptance Rates
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 79Total Downloads
- Downloads (Last 12 months)79
- Downloads (Last 6 weeks)79
Other Metrics
Citations
View Options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in