The SLAM Confidence Trap

arXiv:2602.15884v1 Announce Type: new
Abstract: The SLAM community has fallen into a “Confidence Trap” by prioritizing benchmark scores over principled uncertainty estimation. This yields systems that are geometrically accurate but probabilitistically inconsistent and brittle. We advocate for a paradigm shift where the consistent, real-time computation of uncertainty becomes a primary metric of success.