efficient computing

Improving Transformer with an Admixture of Attention Heads NeurIPS 2022 Instance-Aware Dynamic Neural Network Quantization CVPR 2022 Learning to Downsample for Segmentation of Ultra-High Resolution Images ICLR 2022 Legal-Tech Open Diaries: Lesson learned on how to develop and deploy light-weight models in the era of humongous Language Models EMNLP 2022 LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT Interspeech 2022 Linearizing Transformer with Key-Value Memory EMNLP 2022 Lite-MDETR: A Lightweight Multi-Modal Detector CVPR 2022 LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models NeurIPS 2022 LittleBird: Efficient Faster & Longer Transformer for Question Answering EMNLP 2022 Long-range Sequence Modeling with Predictable Sparse Attention ACL 2022 Look More but Care Less in Video Recognition NeurIPS 2022 Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing NeurIPS 2022 Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations NeurIPS 2022 M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design NeurIPS 2022 MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection ICML 2022 Mask More and Mask Later: Efficient Pre-training of Masked Language Models by Disentangling the [MASK] Token EMNLP 2022 MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition CVPR 2022 MIA-Former: Efficient and Robust Vision Transformers via Multi-Grained Input-Adaptation AAAI 2022 MISRNet: Lightweight Neural Vocoder Using Multi-Input Single Shared Residual Blocks Interspeech 2022 Mobile-Former: Bridging MobileNet and Transformer CVPR 2022 Modify Self-Attention via Skeleton Decomposition for Effective Point Cloud Transformer AAAI 2022 Multi Resolution Analysis (MRA) for Approximate Self-Attention ICML 2022 NASViT: Neural Architecture Search for Efficient Vision Transformers with Gradient Conflict aware Supernet Training ICLR 2022 Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo WACV 2022 NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework ICML 2022