neural network quantization

122 papers

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Also known as

QIL NN INT8 QDNN

Co-occurring keywords

model compression (3283) weight quantization (133) neural network optimization (1293) post-training quantization (124) efficient computing (779) activation quantization (47) model quantization (279) knowledge distillation (3680) neural network (6616) binary neural network (75)

Papers

TAGQuant: Token-Aware Clustering for Group-Wise Quantization EACL 2026

TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models AAAI 2025

AIQViT: Architecture-Informed Post-Training Quantization for Vision Transformers AAAI 2025

BHViT: Binarized Hybrid Vision Transformer CVPR 2025

Where and How to Enhance: Discovering Bit-Width Contribution for Mixed Precision Quantization IJCAI 2025

Towards Lossless Implicit Neural Representation via Bit Plane Decomposition CVPR 2025

BiPer: Binary Neural Networks using a Periodic Function CVPR 2024

Reducing the Side-Effects of Oscillations in Training of Quantized YOLO Networks WACV 2024

LLMCBench: Benchmarking Large Language Model Compression for Efficient Deployment NIPS 2024

Edge Inference With Fully Differentiable Quantized Mixed Precision Neural Networks WACV 2024

PTQ4DiT: Post-training Quantization for Diffusion Transformers NIPS 2024

Resource-Efficient Neural Networks for Embedded Systems JMLR 2024

Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models NIPS 2024

BitsFusion: 1.99 bits Weight Quantization of Diffusion Model NIPS 2024

Make RepVGG Greater Again: A Quantization-Aware Approach AAAI 2024

Binarized Diffusion Model for Image Super-Resolution NIPS 2024

PikeLPN: Mitigating Overlooked Inefficiencies of Low-Precision Neural Networks CVPR 2024

MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization NIPS 2024

Binarizing Sparse Convolutional Networks for Efficient Point Cloud Analysis CVPR 2023

Adaptive Neural Network Quantization For Lightweight Speaker Verification INTERSPEECH 2023

TexQ: Zero-shot Network Quantization with Texture Feature Distribution Calibration NIPS 2023

Pruning vs Quantization: Which is Better? NIPS 2023

Rethinking Data-Free Quantization as a Zero-Sum Game AAAI 2023

Q-Diffusion: Quantizing Diffusion Models ICCV 2023

EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization ICCV 2023