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model compression

3283 papers

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MC

Co-occurring keywords

knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU ICML 2023
CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks ICML 2023
Understanding Int4 Quantization for Language Models: Latency Speedup, Composability, and Failure Cases ICML 2023
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models ICML 2023
SSDA: Secure Source-Free Domain Adaptation ICCV 2023
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference ICML 2023
Bi-directional Masks for Efficient N:M Sparse Training ICML 2023
MST-compression: Compressing and Accelerating Binary Neural Networks with Minimum Spanning Tree ICCV 2023
RepQ-ViT: Scale Reparameterization for Post-Training Quantization of Vision Transformers ICCV 2023
spred: Solving L1 Penalty with SGD ICML 2023
Adaptive Sparse ViT: Towards Learnable Adaptive Token Pruning by Fully Exploiting Self-Attention IJCAI 2023
TinyNeRF: Towards 100 x Compression of Voxel Radiance Fields AAAI 2023
Differentiable Transportation Pruning ICCV 2023
Shortcut-V2V: Compression Framework for Video-to-Video Translation Based on Temporal Redundancy Reduction ICCV 2023
Dataset Distillation with Convexified Implicit Gradients ICML 2023
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time ICML 2023
Less is More: Task-aware Layer-wise Distillation for Language Model Compression ICML 2023
Reconstructive Neuron Pruning for Backdoor Defense ICML 2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks ICML 2023
Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design ICML 2023
SparseGPT: Massive Language Models Can be Accurately Pruned in One-Shot ICML 2023
ASkewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks AISTATS 2023
LOFT: Finding Lottery Tickets through Filter-wise Training AISTATS 2023
Efficient and Light-Weight Federated Learning via Asynchronous Distributed Dropout AISTATS 2023
Moccasin: Efficient Tensor Rematerialization for Neural Networks ICML 2023