Attribution Methods
Cross-source consensus on Attribution Methods from 1 sources and 5 claims.
1 sources · 5 claims
Uses
How it works
Comparisons
Evidence quality
Highlighted claims
- The study computed saliency using either model attention scores or Integrated Gradients. — Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity
- Attribution choice strongly changed which brain regions were reported as biomarkers. — Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity
- The study supports evaluating multiple attributors for each predictor instead of reporting a single saliency map. — Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity
- Integrated Gradients produced more biologically plausible ASD biomarkers than attention in this study. — Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity
- Attention-based attribution had much worse input stability than Integrated Gradients while preserving the broad hub-sensitivity pattern. — Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity