Model Compression

Unleashing Channel Potential: Space-Frequency Selection Convolution for SAR Object Detection CVPR 2024 Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression ACL 2024 Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications EMNLP 2024 Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness NeurIPS 2024 UPDP: A Unified Progressive Depth Pruner for CNN and Vision Transformer AAAI 2024 USDN: A Unified Sample-Wise Dynamic Network With Mixed-Precision and Early-Exit WACV 2024 UWB at WASSA-2024 Shared Task 2: Cross-lingual Emotion Detection ACL 2024 Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training NeurIPS 2024 VeriCompress: A Tool to Streamline the Synthesis of Verified Robust Compressed Neural Networks from Scratch AAAI 2024 VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models EMNLP 2024 WateRF: Robust Watermarks in Radiance Fields for Protection of Copyrights CVPR 2024 Weight-Sharing Regularization AISTATS 2024 What Makes Quantization for Large Language Model Hard? An Empirical Study from the Lens of Perturbation AAAI 2024 Where Am I From? Identifying Origin of LLM-generated Content EMNLP 2024 Wino Vidi Vici: Conquering Numerical Instability of 8-Bit Winograd Convolution for Accurate Inference Acceleration on Edge WACV 2024 WRP: Weight Recover Prune for Structured Sparsity ACL 2024 Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers CVPR 2024 ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification NeurIPS 2024 1% VS 100%: Parameter-Efficient Low Rank Adapter for Dense Predictions CVPR 2023 2-bit Conformer quantization for automatic speech recognition Interspeech 2023 A Binary Keyword Spotting System with Error-Diffusion Based Feature Binarization Interspeech 2023 Accelerating Dataset Distillation via Model Augmentation CVPR 2023 Accelerating Transducers through Adjacent Token Merging Interspeech 2023 Acceleration of Large Transformer Model Training by Sensitivity-Based Layer Dropping AAAI 2023 A Comparative Study on the Impact of Model Compression Techniques on Fairness in Language Models ACL 2023