How Can Bounds Travel Through a Network? Neural Network Certification, Part 3
Follow ranges through April’s tiny classifier and turn a lower bound on its output margin into a certificate.
Follow ranges through April’s tiny classifier and turn a lower bound on its output margin into a certificate.
April meets a tiny ReLU classifier as we turn an informal promise into a mathematical statement and prove it by hand.
April the Siberian cat helps us see why an attack can disprove robustness, while only a certificate can prove it.
How PIRA helps research agents stay focused, use strong evidence, make safe changes, and remember important work.
My read of ICLR 2026: foundation models still dominate, but reliability, agents, evaluation, and security increasingly define the conference.