Activity cliffs in drug discovery: Dr Jekyll or Mr Hyde?

- We provide a critical review of the current state of the activity cliff research.
- We comment on and integrate the opinions of experts working on activity cliffs.
- The negative effects of activity cliffs on prediction models are discussed.
- We provide a machine learning rationale for activity cliffs in chemoinformatics.
- Potential solutions to address the negative effects of activity cliffs are proposed.