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Papers
Where and How to Enhance: Discovering Bit-Width Contribution for Mixed Precision Quantization
IJCAI 2025
AMPA: Adaptive Mixed Precision Allocation for Low-Bit Integer Training
ICML 2024
Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models
NeurIPS 2024
Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models
NeurIPS 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization
IJCAI 2024
MetaMix: Meta-State Precision Searcher for Mixed-Precision Activation Quantization
AAAI 2024
Mixed-Precision Quantization for Federated Learning on Resource-Constrained Heterogeneous Devices
CVPR 2024
OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models
AAAI 2024
PTMQ: Post-training Multi-Bit Quantization of Neural Networks
AAAI 2024
Retraining-Free Model Quantization via One-Shot Weight-Coupling Learning
CVPR 2024
USDN: A Unified Sample-Wise Dynamic Network With Mixed-Precision and Early-Exit
WACV 2024
Adaptive Neural Network Quantization For Lightweight Speaker Verification
Interspeech 2023
A Mixed-Precision Quantization Method without Accuracy Degradation Using Semilayers
ACML 2023
A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization
Interspeech 2023
EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization
ICCV 2023
EQ-Net: Elastic Quantization Neural Networks
ICCV 2023
FIT: A Metric for Model Sensitivity
ICLR 2023
Lossless 4-bit Quantization of Architecture Compressed Conformer ASR Systems on the 300-hr Switchboard Corpus
Interspeech 2023
One-Shot Model for Mixed-Precision Quantization
CVPR 2023
PTQD: Accurate Post-Training Quantization for Diffusion Models
NeurIPS 2023
A Novel Differentiable Mixed-Precision Quantization
Search Framework for Alleviating the Matthew Effect
and Improving Robustness
ACML 2022
Data-Free Network Compression via Parametric Non-Uniform Mixed Precision Quantization
CVPR 2022
Entropy-Driven Mixed-Precision Quantization for Deep Network Design
NeurIPS 2022
SDQ: Stochastic Differentiable Quantization with Mixed Precision
ICML 2022
Towards Green ASR: Lossless 4-bit Quantization of a Hybrid TDNN System on the 300-hr Swithboard Corpus
Interspeech 2022