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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 4925 papers

TitleStatusHype
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate RepresentationCode0
An End-to-End DNN Inference Framework for the SpiNNaker2 Neuromorphic MPSoC—0
Angle Estimation of a Single Source with Massive Uniform Circular Arrays—0
Task-Specific Audio Coding for Machines: Machine-Learned Latent Features Are Codes for That Machine—0
Quantized Rank Reduction: A Communications-Efficient Federated Learning Scheme for Network-Critical Applications—0
MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group QuantizationCode2
Lightweight Federated Learning over Wireless Edge Networks—0
Vision Foundation Models as Effective Visual Tokenizers for Autoregressive Image Generation—0
Compress Any Segment Anything Model (SAM)Code1
MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group QuantizationCode2
OpenDPDv2: A Unified Learning and Optimization Framework for Neural Network Digital Predistortion—0
GSVR: 2D Gaussian-based Video Representation for 800+ FPS with Hybrid Deformation Field—0
Semantic Certainty Assessment in Vector Retrieval Systems: A Novel Framework for Embedding Quality Evaluation—0
QS4D: Quantization-aware training for efficient hardware deployment of structured state-space sequential models—0
EdgeCodec: Onboard Lightweight High Fidelity Neural Compressor with Residual Vector QuantizationCode0
any4: Learned 4-bit Numeric Representation for LLMsCode2
Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis—0
CycleVAR: Repurposing Autoregressive Model for Unsupervised One-Step Image TranslationCode1
Analysis of Null Related Beampattern Measures and Signal Quantization Effects for Linear Differential Microphone Arrays—0
PsyLite Technical ReportCode0
Joint Quantization and Pruning Neural Networks Approach: A Case Study on FSO Receivers—0
OLALa: Online Learned Adaptive Lattice Codes for Heterogeneous Federated LearningCode0
Q-resafe: Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language ModelsCode1
DipSVD: Dual-importance Protected SVD for Efficient LLM Compression—0
Cross-Layer Discrete Concept Discovery for Interpreting Language Models—0
Variational Bayesian Channel Estimation and Data Detection for Cell-Free Massive MIMO with Low-Resolution Quantized Fronthaul Links—0
CommVQ: Commutative Vector Quantization for KV Cache CompressionCode1
AnalogNAS-Bench: A NAS Benchmark for Analog In-Memory ComputingCode2
StainPIDR: A Pathological Image Decouplingand Reconstruction Method for Stain Normalization Based on Color Vector Quantization and Structure Restaining—0
NestQuant: Post-Training Integer-Nesting Quantization for On-Device DNNCode0
TROJAN-GUARD: Hardware Trojans Detection Using GNN in RTL Designs—0
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical ImagesCode0
From Tiny Machine Learning to Tiny Deep Learning: A SurveyCode2
RLRC: Reinforcement Learning-based Recovery for Compressed Vision-Language-Action Models—0
Cross-Modal Epileptic Signal Harmonization: Frequency Domain Mapping Quantization for Pre-training a Unified Neurophysiological TransformerCode0
The Hidden Cost of an Image: Quantifying the Energy Consumption of AI Image Generation—0
A Simple Contrastive Framework Of Item Tokenization For Generative Recommendation—0
On Designing Modulation for Over-the-Air Computation -- Part I: Noise-Aware Design—0
PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models—0
Modulated Diffusion: Accelerating Generative Modeling with Modulated QuantizationCode0
Effect of Signal Quantization on Performance Measures of a 1st Order One Dimensional Differential Microphone Array—0
J3DAI: A tiny DNN-Based Edge AI Accelerator for 3D-Stacked CMOS Image Sensor—0
Cost-Aware Routing for Efficient Text-To-Image Generation—0
Compressed Video Super-Resolution based on Hierarchical Encoding—0
MoTE: Mixture of Ternary Experts for Memory-efficient Large Multimodal Models—0
ROSAQ: Rotation-based Saliency-Aware Weight Quantization for Efficiently Compressing Large Language Models—0
DETRPose: Real-time end-to-end transformer model for multi-person pose estimationCode2
EAQuant: Enhancing Post-Training Quantization for MoE Models via Expert-Aware OptimizationCode0
Serving Large Language Models on Huawei CloudMatrix384—0
Quantizing Small-Scale State-Space Models for Edge AI—0
Show:102550
← PrevPage 1 of 99Next →
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