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Model Compression

1928 directly classified papers

Papers per year

Papers

Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NIPS 2024
Surgical Feature-Space Decomposition of LLMs: Why, When and How? ACL 2024
Adversarial Distillation Based on Slack Matching and Attribution Region Alignment CVPR 2024
BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation ACL 2024
Black-Box Forgetting NIPS 2024
Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models ACL 2024
MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization NIPS 2024
Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch CVPR 2024
DisCEdit: Model Editing by Identifying Discriminative Components NIPS 2024
MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer CVPR 2024
What Makes Quantization for Large Language Model Hard? An Empirical Study from the Lens of Perturbation AAAI 2024
Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion NIPS 2024
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer CVPR 2024
Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming NIPS 2024
BAM! Just Like That: Simple and Efficient Parameter Upcycling for Mixture of Experts NIPS 2024
Dense Vision Transformer Compression with Few Samples CVPR 2024
QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion NIPS 2024
EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature NIPS 2024
Quantization of Large Language Models with an Overdetermined Basis UAI 2024
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification NIPS 2024
Knowledge Editing for Large Language Models COLING 2024
Finding Transformer Circuits With Edge Pruning NIPS 2024
The Mamba in the Llama: Distilling and Accelerating Hybrid Models NIPS 2024
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood NIPS 2024
FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024