model compression

3283 papers

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MC

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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

Adaptive Compression in Federated Learning via Side Information AISTATS 2024

Efficient Low-Dimensional Compression of Overparameterized Models AISTATS 2024

FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning AISTATS 2024

Diversity-aware Channel Pruning for StyleGAN Compression CVPR 2024

On Sampling Strategies for Spectral Model Sharding NIPS 2024

Mixture-of-Modules: Reinventing Transformers as Dynamic Assemblies of Modules EMNLP 2024

Mixture-of-Subspaces in Low-Rank Adaptation EMNLP 2024

Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models EMNLP 2024

EAVE: Efficient Product Attribute Value Extraction via Lightweight Sparse-layer Interaction EMNLP 2024

VE-KD: Vocabulary-Expansion Knowledge-Distillation for Training Smaller Domain-Specific Language Models EMNLP 2024

Reg-PTQ: Regression-specialized Post-training Quantization for Fully Quantized Object Detector CVPR 2024

A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning CVPR 2024

Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesis CVPR 2024

Compact 3D Gaussian Representation for Radiance Field CVPR 2024

FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024

Data-Free Quantization via Pseudo-label Filtering CVPR 2024

Aligning Logits Generatively for Principled Black-Box Knowledge Distillation CVPR 2024

On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous Driving CVPR 2024

JointSQ: Joint Sparsification-Quantization for Distributed Learning CVPR 2024

AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution CVPR 2024

Dense Vision Transformer Compression with Few Samples CVPR 2024

BiPer: Binary Neural Networks using a Periodic Function CVPR 2024

MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer CVPR 2024

Transferable and Principled Efficiency for Open-Vocabulary Segmentation CVPR 2024

Adversarial Distillation Based on Slack Matching and Attribution Region Alignment CVPR 2024