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Roxana Daneshjou

2 accepted papers

2026

ReasonEdit: Editing Vision--Language Models using Human Reasoning

ICML 2026poster

Model editing aims to correct errors in large, pretrained models without altering unrelated behaviors. While some recent works have edited vision–language models (VLMs), no existing editors tackle reasoning-heavy tasks, which typically require humans and models to reason about images. We therefore p…

Cited by 0SourceScholar
2022

SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained debugging and analysis

NeurIPS 2022accept

For the deployment of artificial intelligence (AI) in high risk settings, such as healthcare, methods that provide interpretability/explainability or allow fine-grained error analysis are critical. Many recent methods for interpretability/explainability and fine-grained error analysis use concepts,…

Cited by 14SourcePDFScholar