Papers with RRG pipeline
Looking at Radiology Report Generation through a Causal Lens: A Survey (2026.acl-long)
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| Challenge: | Existing surveys on RRG emphasize deep learning while overlooking the critical role of causality. |
| Approach: | They propose to analyze biases across the RRG pipeline and formalize it as a causal modeling problem and review representative causal techniques from the literature. |
| Outcome: | The proposed model can mitigate biases and yield fair, reliable systems with clinically meaningful outputs. |