2 papers
cs.LG2023
Human-Guided Complexity-Controlled Abstractions
Andi Peng, Mycal Tucker, Eoin Kenny +3
Neural networks often learn task-specific latent representations that fail to generalize to novel settings or tasks. Conversely, humans learn discrete representations (i.e., concep…
cs.AI2023
An Information Bottleneck Characterization of the Understanding-Workload Tradeoff
Lindsay Sanneman, Mycal Tucker, Julie Shah
Recent advances in artificial intelligence (AI) have underscored the need for explainable AI (XAI) to support human understanding of AI systems. Consideration of human factors that…