Efficient Computing

Modular and Parameter-Efficient Multimodal Fusion with Prompting ACL 2022 MoEfication: Transformer Feed-forward Layers are Mixtures of Experts ACL 2022 Monarch: Expressive Structured Matrices for Efficient and Accurate Training ICML 2022 MONICA2: Mobile Neural Voice Command Assistants towards Smaller and Smarter AAAI 2022 MorphTE: Injecting Morphology in Tensorized Embeddings NeurIPS 2022 Mr.BiQ: Post-Training Non-Uniform Quantization Based on Minimizing the Reconstruction Error CVPR 2022 MSR-NV: Neural Vocoder Using Multiple Sampling Rates Interspeech 2022 Multi-Dimensional Dynamic Model Compression for Efficient Image Super-Resolution WACV 2022 Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks IJCAI 2022 Multilingual Machine Translation with Hyper-Adapters EMNLP 2022 MultiQuant: Training Once for Multi-bit Quantization of Neural Networks IJCAI 2022 Multi Resolution Analysis (MRA) for Approximate Self-Attention ICML 2022 Multi-Scale Memory-Based Video Deblurring CVPR 2022 Multi-stage Distillation Framework for Cross-Lingual Semantic Similarity Matching NAACL 2022 Multi-stage Progressive Compression of Conformer Transducer for On-device Speech Recognition Interspeech 2022 Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks NeurIPS 2022 Multi-View Attention Transfer for Efficient Speech Enhancement Interspeech 2022 MusicNet: Compact Convolutional Neural Network for Real-time Background Music Detection Interspeech 2022 NAIST Simultaneous Speech-to-Text Translation System for IWSLT 2022 ACL 2022 NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies NeurIPS 2022 NASI: Label- and Data-agnostic Neural Architecture Search at Initialization ICLR 2022 NAS-SCAE: Searching Compact Attention-based Encoders For End-to-end Automatic Speech Recognition Interspeech 2022 NASViT: Neural Architecture Search for Efficient Vision Transformers with Gradient Conflict aware Supernet Training ICLR 2022 NetVRM: Virtual Register Memory for Programmable Networks NSDI 2022 Network Augmentation for Tiny Deep Learning ICLR 2022