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Papers
Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems
NAACL 2022
Non-Autoregressive Models for Fast Sequence Generation
EMNLP 2022
Non-Autoregressive Neural Machine Translation: A Call for Clarity
EMNLP 2022
PALBERT: Teaching ALBERT to Ponder
NeurIPS 2022
RedApt: An Adaptor for wav2vec 2 EncodingFaster and Smaller Speech Translation without Quality Compromise
EMNLP 2022
Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models
NAACL 2022
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT
EMNLP 2022
Speed Up Object Detection on Gigapixel-Level Images With Patch Arrangement
CVPR 2022
The RoyalFlush System for the WMT 2022 Efficiency Task
EMNLP 2022
Deep Encoder, Shallow Decoder: Reevaluating Non-autoregressive Machine Translation
ICLR 2021
DRONE: Data-aware Low-rank Compression for Large NLP Models
NeurIPS 2021
Efficient Conformer with Prob-Sparse Attention Mechanism for End-to-End Speech Recognition
Interspeech 2021
Efficient Inference for Multilingual Neural Machine Translation
EMNLP 2021
EL-Attention: Memory Efficient Lossless Attention for Generation
ICML 2021
LeViT: A Vision Transformer in ConvNet's Clothing for Faster Inference
ICCV 2021
Low-Rank Constraints for Fast Inference in Structured Models
NeurIPS 2021
Pruning Neural Machine Translation for Speed Using Group Lasso
EMNLP 2021
RepVGG: Making VGG-Style ConvNets Great Again
CVPR 2021
Rethinking BiSeNet for Real-Time Semantic Segmentation
CVPR 2021
Streaming End-to-End ASR Based on Blockwise Non-Autoregressive Models
Interspeech 2021
DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference
ACL 2020
Distilling Neural Networks for Greener and Faster Dependency Parsing
ACL 2020
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference
CVPR 2020
Efficient Inference For Neural Machine Translation
EMNLP 2020
Efficient WaveGlow: An Improved WaveGlow Vocoder with Enhanced Speed
Interspeech 2020