Deep Learning, Artificial Intelligence, Self Supervised Learning, Semi Supervised Learning, Graph Laplacian.
both datasets and start with no training label. The human-in-the-loop annotation process is simulated by iteratively performing LP and randomly sampling data for oracle labeling. Exponential gain is achieved in Top-1 Accuracy when annotating fewer than < 0.1% data in CIFAR10 and <1% data in