model compression

SketchBoost: Fast Gradient Boosted Decision Tree for Multioutput Problems NeurIPS 2022 SkipBERT: Efficient Inference with Shallow Layer Skipping ACL 2022 Slimmable Domain Adaptation CVPR 2022 SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures AAAI 2022 SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning ICLR 2022 SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters 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 Sparse Teachers Can Be Dense with Knowledge EMNLP 2022 Sparsifying Transformer Models with Trainable Representation Pooling ACL 2022 Spartan: Differentiable Sparsity via Regularized Transportation NeurIPS 2022 Spatial-Channel Token Distillation for Vision MLPs ICML 2022 SPDY: Accurate Pruning with Speedup Guarantees ICML 2022 Specializing Pre-trained Language Models for Better Relational Reasoning via Network Pruning NAACL 2022 SpeechNet: Weakly Supervised, End-to-End Speech Recognition at Industrial Scale EMNLP 2022 Squashed Weight Distribution for Low Bit Quantization of Deep Models Interspeech 2022 Structural and Statistical Texture Knowledge Distillation for Semantic Segmentation CVPR 2022 Structural Pruning via Latency-Saliency Knapsack NeurIPS 2022 Structured Pruning Learns Compact and Accurate Models ACL 2022 Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition Interspeech 2022 Supervised Compression for Resource-Constrained Edge Computing Systems WACV 2022 SVT-Net: Super Light-Weight Sparse Voxel Transformer for Large Scale Place Recognition AAAI 2022 Teach Less, Learn More: On the Undistillable Classes in Knowledge Distillation NeurIPS 2022 TextPruner: A Model Pruning Toolkit for Pre-Trained Language Models ACL 2022 The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks ICML 2022