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Gennady Andrienko

2 papers indexed

arxivcs.HCcs.LG2026-07-01

Understanding How Humans Inject Knowledge into Machine Learning Workflows through Visual Analytics

Yiwen Xing, Philip Beaucamp, Joyraj Chakraborty, Afrah Farea, Yuanzhe Jin, Saiful Khan, et al.

Visual analytics (VA) plays an increasingly important role in supporting machine learning (ML) workflows. In the field of visualization, such approaches and techniques are referred to as VIS4ML. While ML models are mostly learned automatically, the corresponding ML workflows rece…

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arxivcs.HCcs.AIcs.LG2026-06-30

From Idea to Prototype in an Afternoon: Scaffolded, AI-Assisted Rapid VA Prototyping

Gennady Andrienko, Natalia Andrienko

Testing a new visual-analytics idea usually takes months: one needs to find a realistic data set, clean it, and implement an interactive prototype. We describe a case where a workflow language and an AI assistant reduced this effort to one afternoon. The idea under test: relax th…

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