Chun-Jiang Wang

Concept Bottleneck Models for Explainable Decision Making: A Survey of Progress, Taxonomy, and Future Directions

This survey provides a unified review of CBMs organized along four dimensions: concept acquisition, concept-based decision making, concept intervention, and concept evaluation, and summarizes the evolution of concept construction from manual annotation to lexicon-based mining, LLM/VLM-guided generation, and visually gr...