SOTAVerified

Quantization

Quantization is a promising technique to reduce the computation cost of neural network training, which can replace high-cost floating-point numbers (e.g., float32) with low-cost fixed-point numbers (e.g., int8/int16).

Source: Adaptive Precision Training: Quantify Back Propagation in Neural Networks with Fixed-point Numbers

Papers

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Showing 2201–2250 of 4925 papers

TitleStatusHype
EntroLLM: Entropy Encoded Weight Compression for Efficient Large Language Model Inference on Edge Devices—0
ENTED: Enhanced Neural Texture Extraction and Distribution for Reference-based Blind Face Restoration—0
Adaptive quantization with mixed-precision based on low-cost proxy—0
Enhancing Strong PUF Security with Non-monotonic Response Quantization—0
Enhancing Speech Emotion Recognition with Graph-Based Multimodal Fusion and Prosodic Features for the Speech Emotion Recognition in Naturalistic Conditions Challenge at Interspeech 2025—0
Enhancing Post-training Quantization Calibration through Contrastive Learning—0
Click-through Rate Prediction with Auto-Quantized Contrastive Learning—0
A Post-coder Feedback Approach to Overcome Training Asymmetry in MIMO-TDD—0
Enhancing Perception Quality in Remote Sensing Image Compression via Invertible Neural Network—0
Enhancing Off-Grid One-Bit DOA Estimation with Learning-Based Sparse Bayesian Approach for Non-Uniform Sparse Array—0
Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses—0
Enhancing Multi-Stream Beamforming Through CQIs For 5G NR FDD Massive MIMO Communications: A Tuning-Free Scheme—0
Class-based Quantization for Neural Networks—0
Adaptive Quantization Resolution and Power Control for Federated Learning over Cell-free Networks—0
Accelerating Deep Learning with Dynamic Data Pruning—0
Enhancing Kinship Verification through Multiscale Retinex and Combined Deep-Shallow features—0
Enhancing Generalization of Invisible Facial Privacy Cloak via Gradient Accumulation—0
Enhancing Field-Oriented Control of Electric Drives with Tiny Neural Network Optimized for Micro-controllers—0
CLAP-ART: Automated Audio Captioning with Semantic-rich Audio Representation Tokenizer—0
Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting—0
Enhancing Diversity for Data-free Quantization—0
Enhancing Convergence, Privacy and Fairness for Wireless Personalized Federated Learning: Quantization-Assisted Min-Max Fair Scheduling—0
Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization—0
Enhancing Channel Estimation in Quantized Systems with a Generative Prior—0
CLaM-TTS: Improving Neural Codec Language Model for Zero-Shot Text-to-Speech—0
Adaptive Quantization of Neural Networks—0
Enhancing Bridge Deck Delamination Detection Based on Aerial Thermography Through Grayscale Morphologic Reconstruction: A Case Study—0
Enhancement Of Coded Speech Using a Mask-Based Post-Filter—0
Enhance Feature Discrimination for Unsupervised Hashing—0
A Planck Radiation and Quantization Scheme for Human Cognition and Language—0
Enhanced Blind Calibration of Uniform Linear Arrays with One-Bit Quantization by Kullback-Leibler Divergence Covariance Fitting—0
Enhanced Bayesian Compression via Deep Reinforcement Learning—0
English K_Quantization of LLMs Does Not Disproportionately Diminish Multilingual Performance—0
Choose Your Model Size: Any Compression by a Single Gradient Descent—0
Adaptive Quantization of Model Updates for Communication-Efficient Federated Learning—0
Accelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime—0
2-Bit Random Projections, NonLinear Estimators, and Approximate Near Neighbor Search—0
Engineering the Neural Automatic Passenger Counter—0
Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification—0
CHIME: A Compressive Framework for Holistic Interest Modeling—0
Energy-Efficient Respiratory Anomaly Detection in Premature Newborn Infants—0
Energy Efficient Learning with Low Resolution Stochastic Domain Wall Synapse Based Deep Neural Networks—0
Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models—0
A Picture is Worth a Billion Bits: Real-Time Image Reconstruction from Dense Binary Pixels—0
Energy-efficient Knowledge Distillation for Spiking Neural Networks—0
Energy-Efficient Distributed Learning Algorithms for Coarsely Quantized Signals—0
Cheetah: Mixed Low-Precision Hardware & Software Co-Design Framework for DNNs on the Edge—0
Energy Efficiency Optimization for Millimeter Wave System with Resolution-Adaptive ADCs—0
Energy Efficiency Maximization Precoding for Quantized Massive MIMO Systems—0
Check-N-Run: A Checkpointing System for Training Deep Learning Recommendation Models—0
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All datasetsImageNetCIFAR-10Wiki-40BAgeDB-30CFP-FPCOCO (Common Objects in Context)IJB-BIJB-CKnowledge-based:LFW

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FQ-ViT (ViT-L)Top-1 Accuracy (%)85.03—Unverified
2FQ-ViT (ViT-B)Top-1 Accuracy (%)83.31—Unverified
3FQ-ViT (Swin-B)Top-1 Accuracy (%)82.97—Unverified
4FQ-ViT (Swin-S)Top-1 Accuracy (%)82.71—Unverified
5FQ-ViT (DeiT-B)Top-1 Accuracy (%)81.2—Unverified
6FQ-ViT (Swin-T)Top-1 Accuracy (%)80.51—Unverified
7FQ-ViT (DeiT-S)Top-1 Accuracy (%)79.17—Unverified
8Xception W8A8Top-1 Accuracy (%)78.97—Unverified
9ADLIK-MO-ResNet50-W4A4Top-1 Accuracy (%)77.88—Unverified
10ADLIK-MO-ResNet50-W3A4Top-1 Accuracy (%)77.34—Unverified
#ModelMetricClaimedVerifiedStatus
13DCNN_VIVA_3MAP160,327.04—Unverified
2DTQMAP0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1OutEffHop-Bert_basePerplexity6.3—Unverified
2OutEffHop-Bert_basePerplexity6.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy98.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy92.92—Unverified
#ModelMetricClaimedVerifiedStatus
1SSD ResNet50 V1 FPN 640x640MAP34.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TAR @ FAR=1e-495.13—Unverified
#ModelMetricClaimedVerifiedStatus
1TAR @ FAR=1e-496.38—Unverified
#ModelMetricClaimedVerifiedStatus
13DCNN_VIVA_5All84,809,664—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy99.8—Unverified