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model compression

3302 papers

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MC

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knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models NIPS 2023
Lifelong Compression Mixture Model via Knowledge Relationship Graph AAAI 2023
On the Effectiveness of Parameter-Efficient Fine-Tuning AAAI 2023
HiNeRV: Video Compression with Hierarchical Encoding-based Neural Representation NIPS 2023
MG-ViT: A Multi-Granularity Method for Compact and Efficient Vision Transformers NIPS 2023
LLM-Pruner: On the Structural Pruning of Large Language Models NIPS 2023
QuIP: 2-Bit Quantization of Large Language Models With Guarantees NIPS 2023
Backdoor Cleansing With Unlabeled Data CVPR 2023
Integral Neural Networks CVPR 2023
One-Shot Model for Mixed-Precision Quantization CVPR 2023
Class Attention Transfer Based Knowledge Distillation CVPR 2023
DepGraph: Towards Any Structural Pruning CVPR 2023
A Unified Knowledge Distillation Framework for Deep Directed Graphical Models CVPR 2023
ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients CVPR 2023
Diffusion Probabilistic Model Made Slim CVPR 2023
Compacting Binary Neural Networks by Sparse Kernel Selection CVPR 2023
Training Debiased Subnetworks With Contrastive Weight Pruning CVPR 2023
Gradient-based Gradual Pruning for Language-Specific Multilingual Neural Machine Translation EMNLP 2023
Partial Network Cloning CVPR 2023
Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity CVPR 2023
Accelerated On-Device Forward Neural Network Training with Module-Wise Descending Asynchronism NIPS 2023
Deep Model Compression Also Helps Models Capture Ambiguity ACL 2023
Self-Distilled Quantization: Achieving High Compression Rates in Transformer-Based Language Models ACL 2023
MobileNMT: Enabling Translation in 15MB and 30ms ACL 2023
An Exploratory Study on Model Compression for Text-to-SQL ACL 2023