Our latest papers on
Idempotence in Deep Learning

Idempotent Generative Network (ICLR, 2023)

ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference (TMLR, 2024)

Enabling Uncertainty Estimation in Iterative Neural Networks (ICML, 2024)

IT³: Idempotent Test-Time Training (ICML, 2025)