data-efficient-learning 13 deep-learning 6 computer-vision 4 semi-supervised-learning 3 image-classification 3 domain-adaptation 3 machine-learning 2 source-free-domain-adaptation 2 synthia 2 semantic-segmentation 2 pytorch 2 mechine-learing 2 cityscapes 2 vision-language-model 1 semantic-segmantation 1 binary-crossentropy 1 comparison 1 vision-language 1 data-science 1 likelihood-free 1 likelihood-free-inference 1 likelihood-ratio 1 neural-network 1 neural-networks 1 particle-physics 1 physics 1 regression 1 seminar 1 sparsity 1 small-data 1 small-datasets 1 off-policy 1 auxiliary-tasks 1 deep-q-learning 1 deep-reinforcement-learning 1 multi-task-learning 1 deep-rl 1 ensemble-learning 1 model-free-rl 1 dataset-distillation 1 graph-neural-networks 1 gta5 1 cifar10 1 cifar100 1 vision-transformer 1 data-programming 1 labeling-functions 1 unsupervised-learning 1 weak-supervision 1 3d-segmentation 1 augmentation 1 consistency-regularization 1 context-model 1 point-cloud 1 pytorch-implementation 1 segmentation 1 sparse-annotations 1 weakly-supervised-learning 1 weakly-supervised-segmentation 1 gtav 1 contrastive-learning 1 data-efficient 1 instruction-following 1 instruction-tuning 1 large-language-models 1