# Environment-adaptive learning from demonstration for proactive assistance in human–robot collaborative tasks

> Research article (Robotics and Autonomous Systems, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4210645477](https://www.wikidata.org/wiki/openalex:W4210645477)  
**Source**: https://4ort.xyz/entity/environment-adaptive-learning-from-demonstration-for-proactive-assistance-in-humanrobot-collaborative-tasks