parameter reduction

All Word Embeddings from One Embedding NeurIPS 2020 AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture AAAI 2020 Conquering the CNN Over-Parameterization Dilemma: A Volterra Filtering Approach for Action Recognition AAAI 2020 Do We Really Need That Many Parameters In Transformer For Extractive Summarization? Discourse Can Help ! EMNLP 2020 Efficient Inference For Neural Machine Translation EMNLP 2020 Feature Statistics Guided Efficient Filter Pruning IJCAI 2020 Frequency Domain Compact 3D Convolutional Neural Networks CVPR 2020 FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary ICLR 2020 Load What You Need: Smaller Versions of Mutililingual BERT EMNLP 2020 Scale down Transformer by Grouping Features for a Lightweight Character-level Language Model COLING 2020 schuBERT: Optimizing Elements of BERT ACL 2020 SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Module and Information Blocking Decoder WACV 2020 Structured Multi-Hashing for Model Compression CVPR 2020 T-Basis: a Compact Representation for Neural Networks ICML 2020 Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications EMNLP 2020 Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation EMNLP 2019 Cascaded Projection: End-To-End Network Compression and Acceleration CVPR 2019 Centripetal SGD for Pruning Very Deep Convolutional Networks With Complicated Structure CVPR 2019 CircConv: A Structured Convolution with Low Complexity AAAI 2019 Composite Binary Decomposition Networks AAAI 2019 Distilling Knowledge From a Deep Pose Regressor Network ICCV 2019 Efficiency through Auto-Sizing: Notre Dame NLP’s Submission to the WNGT 2019 Efficiency Task EMNLP 2019 HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs CVPR 2019 Importance Estimation for Neural Network Pruning CVPR 2019 Learning Filter Basis for Convolutional Neural Network Compression ICCV 2019