Author

Katherine E. Isaacs

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Preprint Aug 2026

Ten Years Later: Replicating Two Color Discrimination Studies

Color discrimination is a fundamental aspect of visualization as it influences how people interpret visual encodings. Many visualization guidelines are informed by perceptual studies, yet relatively few have been replicated. Acknowledging that the interaction between human perception, visual tasks, and display technolo...

Shadmaan Hye, Andrew M. Mcnutt, Katherine E. Isaacs · 0 citations

#natural language process... Preprint Oct 2026

Where LLMs Fail with Visualization DSLs

As LLMs take up the role of authoring charts using visualization domain-specific languages (DSLs), the human constraints that shaped those languages may no longer apply, as what is easy for a person is not necessarily easy for a model. To understand how LLMs might work better with DSLs, we explore where and how they fa...

Hang Chang, Andrew M. Mcnutt, Katherine E. Isaacs · 0 citations