What field is uncertainty quantification part of?

Uncertainty quantification is part of Uncertainty and selective prediction.

Is uncertainty quantification ready for products?

Its papers score 2.3 of 5 for readiness for products, read from what the papers themselves describe.

Which companies work on uncertainty quantification?

Researchers at Siemens publish on it.

Uncertainty quantification

Part of Uncertainty and selective prediction

Uncertainty quantification is losing ground in AI research: 0.4% to 0.4% of new AI papers, -0.1 points. It ranks #202 of 214 by gain in share. As of Oct 10, 2026.

How we measure

Change in share: -0.1 pts
Share, last 3 months: 0.4%
Papers, last 3 months: 126
Ready for products: 2.3 / 5

More in Uncertainty and selective prediction

Confidence estimation0.1% → 0.1%0.0 pts Model calibration0.0% → 0.0%0.0 pts Evidential deep learning0.0% → 0.0%0.0 pts Selective classification0.0% → 0.0%0.0 pts Out of distribution detection0.0% → 0.0%0.0 pts Bayesian neural network0.0% → 0.0%0.0 pts Confidence calibration0.1% → 0.1%0.0 pts Distribution shift detection0.0% → 0.0%0.0 pts Selective prediction0.1% → 0.1%0.0 pts Language model calibration0.0% → 0.0%0.0 pts

Companies working on it

1Siemens1 papers

Uncertainty quantification: quick answers

No. Its share of new AI papers went from 0.4% to 0.4%, with 126 papers in the last 3 months.