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 1551–1600 of 4925 papers

TitleStatusHype
HarmLevelBench: Evaluating Harm-Level Compliance and the Impact of Quantization on Model Alignment—0
HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization—0
Expansion Quantization Network: An Efficient Micro-emotion Annotation and Detection FrameworkCode0
An asymmetric heuristic for trained ternary quantization based on the statistics of the weights: an application to medical signal classificationCode0
Optimizing Large Language Models through Quantization: A Comparative Analysis of PTQ and QAT Techniques—0
Intelligent Fault Diagnosis of Type and Severity in Low-Frequency, Low Bit-Depth Signals—0
When are 1.58 bits enough? A Bottom-up Exploration of BitNet Quantization—0
Rate-aware Compression for NeRF-based Volumetric Video—0
QuanCrypt-FL: Quantized Homomorphic Encryption with Pruning for Secure Federated Learning—0
Aligned Vector Quantization for Edge-Cloud Collabrative Vision-Language Models—0
Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving—0
Compressive Spectrum Sensing with 1-bit ADCs—0
Saliency Assisted Quantization for Neural Networks—0
Green My LLM: Studying the key factors affecting the energy consumption of code assistants—0
Interactions Across Blocks in Post-Training Quantization of Large Language Models—0
Multi-bit Distributed Detection of Sparse Stochastic Signals over Error-Prone Reporting Channels—0
An Edge Computing-Based Solution for Real-Time Leaf Disease Classification using Thermal ImagingCode0
Stochastic Monkeys at Play: Random Augmentations Cheaply Break LLM Safety AlignmentCode0
Hybrid Beamforming for Integrated Sensing and Communications With Low Resolution DACs—0
Sum Rate Maximization in the Constant Envelope MIMO Downlink with the RZF Precoder—0
"Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization—0
Transferable Sequential Recommendation via Vector Quantized Meta Learning—0
BF-IMNA: A Bit Fluid In-Memory Neural Architecture for Neural Network Acceleration—0
Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density EstimationCode0
Optimizing Contextual Speech Recognition Using Vector Quantization for Efficient Retrieval—0
Fundamental Trade-offs in Quantized Hybrid Radar Fusion: A CRB-Rate Perspective—0
ARQ: A Mixed-Precision Quantization Framework for Accurate and Certifiably Robust DNNs—0
Breaking Determinism: Fuzzy Modeling of Sequential Recommendation Using Discrete State Space Diffusion Model—0
ALISE: Accelerating Large Language Model Serving with Speculative Scheduling—0
GWQ: Gradient-Aware Weight Quantization for Large Language Models—0
APCodec+: A Spectrum-Coding-Based High-Fidelity and High-Compression-Rate Neural Audio Codec with Staged Training Paradigm—0
ELMGS: Enhancing memory and computation scaLability through coMpression for 3D Gaussian Splatting—0
Accelerated AI Inference via Dynamic Execution Methods—0
A Comprehensive Study on Quantization Techniques for Large Language Models—0
HRPVT: High-Resolution Pyramid Vision Transformer for medium and small-scale human pose estimation—0
The Impact of Inference Acceleration Strategies on Bias of LLMsCode0
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation—0
Unsupervised Panoptic Interpretation of Latent Spaces in GANs Using Space-Filling Vector QuantizationCode0
Logarithmically Quantized Distributed Optimization over Dynamic Multi-Agent Networks—0
Unleashing Dynamic Range and Resolution in Unlimited Sensing Framework via Novel Hardware—0
You Never Know: Quantization Induces Inconsistent Biases in Vision-Language Foundation Models—0
DQRM: Deep Quantized Recommendation ModelsCode0
A Survey of Small Language Models—0
Content-Aware Radiance Fields: Aligning Model Complexity with Scene Intricacy Through Learned Bitwidth QuantizationCode0
Learning ID-free Item Representation with Token Crossing for Multimodal Recommendation—0
TesseraQ: Ultra Low-Bit LLM Post-Training Quantization with Block Reconstruction—0
The Nature of Mathematical Modeling and Probabilistic Optimization Engineering in Generative AI—0
Sliding DFT-based Signal Recovery for Modulo ADC with 1-bit Folding Information—0
A Counterexample in Cross-Correlation Template Matching—0
Adaptive Wireless Image Semantic Transmission: Design, Simulation, and Prototype Validation—0
Show:102550
← PrevPage 32 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