189 citations
- Carnegie Mellon UniversityUS1 paper
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)DE1 paper
- Jet Propulsion LaboratoryUS1 paper
- Massachusetts Institute of TechnologyUS1 paper
- Microsoft Research (India)IN1 paper
- Nvidia (United States)US1 paper
- Salesforce (United States)US1 paper
- The Alan Turing InstituteGB1 paper
- Unity Biotechnology (United States)US1 paper
- University College LondonGB1 paper
- University of OxfordGB1 paper
2 papers
cs.LG2022★ 33 cited
The Unreasonable Effectiveness of Deep Evidential Regression
Nis Meinert, Jakob Gawlikowski, Alexander Lavin
There is a significant need for principled uncertainty reasoning in machine learning systems as they are increasingly deployed in safety-critical domains. A new approach with uncer…
cs.LG2021★ 189 cited
Technology Readiness Levels for Machine Learning Systems
Alexander Lavin, Ciarán M. Gilligan-Lee, Alessya Visnjic +12
The development and deployment of machine learning (ML) systems can be executed easily with modern tools, but the process is typically rushed and means-to-an-end. The lack of dilig…