Model Compression

Discriminator-Cooperated Feature Map Distillation for GAN Compression CVPR 2023 Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes ACL 2023 Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models ACL 2023 DistilPose: Tokenized Pose Regression With Heatmap Distillation CVPR 2023 DIVISION: Memory Efficient Training via Dual Activation Precision ICML 2023 DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models ACL 2023 Dynamic Low-rank Estimation for Transformer-based Language Models EMNLP 2023 Dynamic Stashing Quantization for Efficient Transformer Training EMNLP 2023 Dynamic Structure Pruning for Compressing CNNs AAAI 2023 Dynamic Token Pruning in Plain Vision Transformers for Semantic Segmentation ICCV 2023 EffCRN: An Efficient Convolutional Recurrent Network for High-Performance Speech Enhancement Interspeech 2023 Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution CVPR 2023 Effectiveness of Data Augmentation for Parameter Efficient Tuning with Limited Data ACL 2023 Efficient Distributed Inference of Deep Neural Networks via Restructuring and Pruning AAAI 2023 Efficient Latency-Aware CNN Depth Compression via Two-Stage Dynamic Programming ICML 2023 Efficient Long-Range Transformers: You Need to Attend More, but Not Necessarily at Every Layer EMNLP 2023 Efficient Multilingual Language Model Compression through Vocabulary Trimming EMNLP 2023 Efficient Multimodal Fusion via Interactive Prompting CVPR 2023 Efficient On-Device Training via Gradient Filtering CVPR 2023 Efficient Skeleton-Based Action Recognition via Joint-Mapping Strategies WACV 2023 EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning ACL 2023 ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices ICCV 2023 EmbedTextNet: Dimension Reduction with Weighted Reconstruction and Correlation Losses for Efficient Text Embedding ACL 2023 EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization ICCV 2023 Enhancing Abstractiveness of Summarization Models through Calibrated Distillation EMNLP 2023