Model Compression

Reducing ANN-SNN Conversion Error through Residual Membrane Potential AAAI 2023 Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration CVPR 2023 Resilient Binary Neural Network AAAI 2023 Retrieval-based Knowledge Transfer: An Effective Approach for Extreme Large Language Model Compression EMNLP 2023 RFD-ECNet: Extreme Underwater Image Compression with Reference to Feature Dictionary ICCV 2023 Rockmate: an Efficient, Fast, Automatic and Generic Tool for Re-materialization in PyTorch ICML 2023 ROME: Robustifying Memory-Efficient NAS via Topology Disentanglement and Gradient Accumulation ICCV 2023 SAFE: Machine Unlearning With Shard Graphs ICCV 2023 SAMP: A Model Inference Toolkit of Post-Training Quantization for Text Processing via Self-Adaptive Mixed-Precision EMNLP 2023 Self-Decoupling and Ensemble Distillation for Efficient Segmentation AAAI 2023 SHARCS: Efficient Transformers Through Routing with Dynamic Width Sub-networks EMNLP 2023 SLAMB: Accelerated Large Batch Training with Sparse Communication ICML 2023 Small Pre-trained Language Models Can be Fine-tuned as Large Models via Over-Parameterization ACL 2023 Solving Oscillation Problem in Post-Training Quantization Through a Theoretical Perspective CVPR 2023 SparseViT: Revisiting Activation Sparsity for Efficient High-Resolution Vision Transformer CVPR 2023 spred: Solving L1 Penalty with SGD ICML 2023 Steganography of Steganographic Networks AAAI 2023 STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition ICML 2023 Structured Pruning for Efficient Generative Pre-trained Language Models ACL 2023 Supervision Complexity and its Role in Knowledge Distillation ICLR 2023 Switchable Representation Learning Framework With Self-Compatibility CVPR 2023 T2-GNN: Graph Neural Networks for Graphs with Incomplete Features and Structure via Teacher-Student Distillation AAAI 2023 Task-Specific Skill Localization in Fine-tuned Language Models ICML 2023 TCRA-LLM: Token Compression Retrieval Augmented Large Language Model for Inference Cost Reduction EMNLP 2023 Teacher and Student Models of Offensive Language in Social Media ACL 2023