person

Martin Wattenberg
Harvard; ex-Google PAIR; visualization for ML
Harvard professor and former senior research scientist at Google, where he co-founded the People + AI Research initiative. Long-time pioneer of interpretability through visualization.
current Gordon McKay Professor of Computer Science, Harvard University
past Senior Research Scientist, Google Research (PAIR)
Strategy positions
Interpretability betendorses
Mechanistic interpretability is necessary and sufficient to know models are safeArgues visualization is a primary research method for understanding modern neural networks, not a presentation layer, and that the field's safety guarantees rise and fall with the depth of that understanding.
If we can't see what models are doing, we can't trust them. Visualization is fundamental to building justified confidence in ML systems.
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Record last updated 2026-04-25.