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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

Back Razor: Memory-Efficient Transfer Learning by Self-Sparsified Backpropagation NIPS 2022
Accelerating Sparse Convolution with Column Vector-Wise Sparsity NIPS 2022
Teach Less, Learn More: On the Undistillable Classes in Knowledge Distillation NIPS 2022
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions NIPS 2022
VTC-LFC: Vision Transformer Compression with Low-Frequency Components NIPS 2022
Towards Efficient 3D Object Detection with Knowledge Distillation NIPS 2022
Entropy-Driven Mixed-Precision Quantization for Deep Network Design NIPS 2022
The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NIPS 2022
SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance NIPS 2022
M³ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design NIPS 2022
Structural Pruning via Latency-Saliency Knapsack NIPS 2022
Q-ViT: Accurate and Fully Quantized Low-bit Vision Transformer NIPS 2022
Not All Bits have Equal Value: Heterogeneous Precisions via Trainable Noise NIPS 2022
Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NIPS 2022
Meta-Learning Adaptive Knowledge Distillation for Efficient Biomedical Natural Language Processing AACL 2022
Towards Simple and Efficient Task-Adaptive Pre-training for Text Classification AACL 2022
Learning Disentangled Representation in Pruning for Real-Time UAV Tracking ACML 2022
Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks IJCNLP 2022
Low-Cost Multispectral Scene Analysis With Modality Distillation WACV 2022
Batch Normalization Tells You Which Filter Is Important WACV 2022
Supervised Compression for Resource-Constrained Edge Computing Systems WACV 2022
FT-DeepNets: Fault-Tolerant Convolutional Neural Networks With Kernel-Based Duplication WACV 2022
PPCD-GAN: Progressive Pruning and Class-Aware Distillation for Large-Scale Conditional GANs Compression WACV 2022
EZCrop: Energy-Zoned Channels for Robust Output Pruning WACV 2022
Lightweight Monocular Depth With a Novel Neural Architecture Search Method WACV 2022