model efficiency

Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models ICCV 2023 AdaViT: Adaptive Vision Transformers for Efficient Image Recognition CVPR 2022 Attentive Fine-Grained Structured Sparsity for Image Restoration CVPR 2022 CMT: Convolutional Neural Networks Meet Vision Transformers CVPR 2022 Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs ICML 2022 Conformer Space Neural Architecture Search for Multi-Task Audio Separation Interspeech 2022 DyRep: Bootstrapping Training With Dynamic Re-Parameterization CVPR 2022 Feature Distillation Interaction Weighting Network for Lightweight Image Super-resolution AAAI 2022 Federated Pruning: Improving Neural Network Efficiency with Federated Learning Interspeech 2022 Hierarchical Transformers Are More Efficient Language Models NAACL 2022 Knowledge Distillation: A Good Teacher Is Patient and Consistent CVPR 2022 Learning Features with Parameter-Free Layers ICLR 2022 Mask More and Mask Later: Efficient Pre-training of Masked Language Models by Disentangling the [MASK] Token EMNLP 2022 Mobile-Former: Bridging MobileNet and Transformer CVPR 2022 Model Compression by Iterative Pruning with Knowledge Distillation and Its Application to Speech Enhancement Interspeech 2022 Modify Self-Attention via Skeleton Decomposition for Effective Point Cloud Transformer AAAI 2022 MSG-Transformer: Exchanging Local Spatial Information by Manipulating Messenger Tokens CVPR 2022 Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation CVPR 2022 Network Augmentation for Tiny Deep Learning ICLR 2022 Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models ICLR 2022 Predicting Attention Sparsity in Transformers ACL 2022 Revisiting Random Channel Pruning for Neural Network Compression CVPR 2022 The Efficiency Misnomer ICLR 2022 The Untapped Potential of Off-the-Shelf Convolutional Neural Networks WACV 2022 Thrifty Neural Architecture Search for Medical Image Segmentation (Student Abstract) AAAI 2022