Model Compression

Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection NeurIPS 2023 Oscillation-free Quantization for Low-bit Vision Transformers ICML 2023 Outlier Suppression+: Accurate quantization of large language models by equivalent and effective shifting and scaling EMNLP 2023 Overcoming Forgetting Catastrophe in Quantization-Aware Training ICCV 2023 PAD-Net: An Efficient Framework for Dynamic Networks ACL 2023 Parameter-Efficient Fine-Tuning without Introducing New Latency ACL 2023 PIP: Parse-Instructed Prefix for Syntactically Controlled Paraphrase Generation ACL 2023 Pit One Against Many: Leveraging Attention-head Embeddings for Parameter-efficient Multi-head Attention EMNLP 2023 Polynomially Over-Parameterized Convolutional Neural Networks Contain Structured Strong Winning Lottery Tickets NeurIPS 2023 Practical Network Acceleration With Tiny Sets CVPR 2023 Private Federated Learning with Autotuned Compression ICML 2023 Progressive Ensemble Distillation: Building Ensembles for Efficient Inference NeurIPS 2023 Pruning Parameterization With Bi-Level Optimization for Efficient Semantic Segmentation on the Edge CVPR 2023 Pruning Pre-trained Language Models with Principled Importance and Self-regularization ACL 2023 PuMer: Pruning and Merging Tokens for Efficient Vision Language Models ACL 2023 Q-DETR: An Efficient Low-Bit Quantized Detection Transformer CVPR 2023 Quantized Feature Distillation for Network Quantization AAAI 2023 Reducing ANN-SNN Conversion Error through Residual Membrane Potential AAAI 2023 Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration CVPR 2023 Rehearsal-free Continual Language Learning via Efficient Parameter Isolation ACL 2023 RESDSQL: Decoupling Schema Linking and Skeleton Parsing for Text-to-SQL AAAI 2023 Residual Prompt Tuning: improving prompt tuning with residual reparameterization ACL 2023 Resilient Binary Neural Network AAAI 2023 Rethinking Data-Free Quantization as a Zero-Sum Game AAAI 2023 Revisiting Token Dropping Strategy in Efficient BERT Pretraining ACL 2023