POEM adds reliable sample exploration to boost test‑time adaptation

POEM tracks entropy, re‑evaluates samples that become reliable and adds an Adapt Branch. Experiments show higher accuracy than entropy‑only TTA on backbones. Read more: getnews.me/poem-adds-reliable-sampl... #testtimeadaptation #machinelearning

SPACE Method Boosts Test‑Time Adaptation for Spiking Neural Networks

SPACE is a source‑free test‑time adaptation for spiking neural networks that aligns feature maps across augmented views of a test sample, keeping low‑power operation. getnews.me/space-method-boosts-test... #spikingneuralnetworks #testtimeadaptation

ReservoirTTA: Stable Test-Time Adaptation for Evolving Domains

ReservoirTTA keeps a reservoir of domain‑specialized models for test‑time adaptation, avoiding forgetting. Evaluated on ImageNet‑C and CIFAR‑10/100‑C, it beats prior TTA methods. getnews.me/reservoirtta-stable-test... #reservoirtta #testtimeadaptation