Model Compression

A Comprehensive Evaluation of Quantization Strategies for Large Language Models ACL 2024 Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space ACL 2024 Activation Map Compression through Tensor Decomposition for Deep Learning NeurIPS 2024 AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution CVPR 2024 Adapters Strike Back CVPR 2024 Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization EMNLP 2024 Adaptive Layer Sparsity for Large Language Models via Activation Correlation Assessment NeurIPS 2024 Adaptive Rank Selections for Low-Rank Approximation of Language Models NAACL 2024 Adaptive Sharpness-Aware Pruning for Robust Sparse Networks ICLR 2024 AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning EMNLP 2024 Advancing Parameter Efficiency in Fine-tuning via Representation Editing ACL 2024 Advancing the Robustness of Large Language Models through Self-Denoised Smoothing NAACL 2024 Advancing Vision-Language Models with Adapter Ensemble Strategies EMNLP 2024 Adversarial Distillation Based on Slack Matching and Attribution Region Alignment CVPR 2024 Adversarial Feature Map Pruning for Backdoor ICLR 2024 Adversarial Moment-Matching Distillation of Large Language Models NeurIPS 2024 AffineQuant: Affine Transformation Quantization for Large Language Models ICLR 2024 AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2024 AFPQ: Asymmetric Floating Point Quantization for LLMs ACL 2024 A General Implicit Framework for Fast NeRF Composition and Rendering AAAI 2024 Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge AAAI 2024 ALAM: Averaged Low-Precision Activation for Memory-Efficient Training of Transformer Models ICLR 2024 Align-to-Distill: Trainable Attention Alignment for Knowledge Distillation in Neural Machine Translation COLING 2024 All Rivers Run to the Sea: Private Learning with Asymmetric Flows CVPR 2024 ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models NAACL 2024