Browse State-of-the-Art › Quantization › Papers, page 46

Quantization

Papers archive 2025-07-28

archive papers tagged: 4,925 · with a code link: 1,596 · where Syntology ran a sample: 515 (452 with a run with no instrument failure, 63 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (515 of 4,925 tagged: 452 with a run with no instrument failure, 63 where every run was a failure of Syntology's instrument)

Page 46 of 50: papers 4,501 to 4,600 of 4,925, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Dataflow-based Joint Quantization of Weights and Activations for Deep Neural Networks
  4 Jan 2019 0 repositories listed
• Interest Point Detection based on Adaptive Ternary Coding
  31 Dec 2018 0 repositories listed
• Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm
  31 Dec 2018 0 repositories listed
• Quantized Guided Pruning for Efficient Hardware Implementations of Convolutional Neural Networks
  29 Dec 2018 0 repositories listed
• Precision Highway for Ultra Low-Precision Quantization
  24 Dec 2018 0 repositories listed
• Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden
  23 Dec 2018 0 repositories listed
• SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks
  20 Dec 2018 0 repositories listed
• Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge
  16 Dec 2018 0 repositories listed
• Efficient Super Resolution Using Binarized Neural Network
  16 Dec 2018 0 repositories listed
• Deep neural networks algorithms for stochastic control problems on finite horizon: numerical applications
  13 Dec 2018 0 repositories listed
• E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs
  12 Dec 2018 0 repositories listed
• Deep neural networks algorithms for stochastic control problems on finite horizon: convergence analysis
  11 Dec 2018 0 repositories listed
• DNQ: Dynamic Network Quantization
  6 Dec 2018 0 repositories listed
• Prototype-based Neural Network Layers: Incorporating Vector Quantization
  4 Dec 2018 0 repositories listed
• MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation
  2 Dec 2018 0 repositories listed
• A Linear Speedup Analysis of Distributed Deep Learning with Sparse and Quantized Communication
  1 Dec 2018 0 repositories listed
• HitNet: Hybrid Ternary Recurrent Neural Network
  1 Dec 2018 0 repositories listed
• Deep Signal Recovery with One-Bit Quantization
  30 Nov 2018 0 repositories listed
• Mixed Precision Quantization of ConvNets via Differentiable Neural Architecture Search
  30 Nov 2018 0 repositories listed
• Quantity over Quality: Dithered Quantization for Compressive Radar Systems
  28 Nov 2018 0 repositories listed
• On Periodic Functions as Regularizers for Quantization of Neural Networks
  24 Nov 2018 0 repositories listed
• Joint Neural Architecture Search and Quantization
  23 Nov 2018 0 repositories listed
• Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation
  22 Nov 2018 0 repositories listed
• QUENN: QUantization Engine for low-power Neural Networks
  14 Nov 2018 0 repositories listed
• Iteratively Training Look-Up Tables for Network Quantization
  13 Nov 2018 0 repositories listed
• Gaussian AutoEncoder
  12 Nov 2018 0 repositories listed
• GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training
  8 Nov 2018 0 repositories listed
• A Unified Framework of DNN Weight Pruning and Weight Clustering/Quantization Using ADMM
  5 Nov 2018 0 repositories listed
• ReLeQ: A Reinforcement Learning Approach for Deep Quantization of Neural Networks
  5 Nov 2018 0 repositories listed
• One-Bit OFDM Receivers via Deep Learning
  2 Nov 2018 0 repositories listed
• Online Embedding Compression for Text Classification using Low Rank Matrix Factorization
  1 Nov 2018 0 repositories listed
• Non-linear Canonical Correlation Analysis: A Compressed Representation Approach
  31 Oct 2018 0 repositories listed
• Convolutional Neural Network Quantization using Generalized Gamma Distribution
  31 Oct 2018 0 repositories listed
• DeepTwist: Learning Model Compression via Occasional Weight Distortion
  30 Oct 2018 0 repositories listed
• A Novel Approach to Quantized Matrix Completion Using Huber Loss Measure
  29 Oct 2018 0 repositories listed
• Low-complexity Recurrent Neural Network-based Polar Decoder with Weight Quantization Mechanism
  29 Oct 2018 0 repositories listed
• Geometry and clustering with metrics derived from separable Bregman divergences
  25 Oct 2018 0 repositories listed
• From Hard to Soft: Understanding Deep Network Nonlinearities via Vector Quantization and Statistical Inference
  22 Oct 2018 0 repositories listed
• To Compress, or Not to Compress: Characterizing Deep Learning Model Compression for Embedded Inference
  21 Oct 2018 0 repositories listed
• A Flexible, Extensible Software Framework for Neural Net Compression
  20 Oct 2018 0 repositories listed
• Differentiable Training for Hardware Efficient LightNNs
  20 Oct 2018 0 repositories listed
• CNN inference acceleration using dictionary of centroids
  19 Oct 2018 0 repositories listed
• Low-bit quantization and quantization-aware training for small-footprint keyword spotting
  19 Oct 2018 0 repositories listed
• Implicit Dual-domain Convolutional Network for Robust Color Image Compression Artifact Reduction
  18 Oct 2018 0 repositories listed
• Predictive Uncertainty through Quantization
  12 Oct 2018 0 repositories listed
• Quantization for Rapid Deployment of Deep Neural Networks
  12 Oct 2018 0 repositories listed
• A Novel Chaotic Uniform Quantizer for Speech Coding
  11 Oct 2018 0 repositories listed
• Is PGD-Adversarial Training Necessary? Alternative Training via a Soft-Quantization Network with Noisy-Natural Samples Only
  10 Oct 2018 0 repositories listed
• Rate Distortion For Model Compression: From Theory To Practice
  9 Oct 2018 0 repositories listed
• Robust identification of thermal models for in-production High-Performance-Computing clusters with machine learning-based data selection
  3 Oct 2018 0 repositories listed
• Quantization-Aware Phase Retrieval
  2 Oct 2018 0 repositories listed
• Operation-guided Neural Networks for High Fidelity Data-To-Text Generation
  1 Oct 2018 0 repositories listed
• Vector Quantized Spectral Clustering applied to Soybean Whole Genome Sequences
  30 Sep 2018 0 repositories listed
• Computation-Efficient Quantization Method for Deep Neural Networks
  27 Sep 2018 0 repositories listed
• Scalar Arithmetic Multiple Data: Customizable Precision for Deep Neural Networks
  27 Sep 2018 0 repositories listed
• The Convergence of Sparsified Gradient Methods
  27 Sep 2018 0 repositories listed
• High-Accuracy Inference in Neuromorphic Circuits using Hardware-Aware Training
  13 Sep 2018 0 repositories listed
• Distributed Chernoff Test: Optimal decision systems over networks
  12 Sep 2018 0 repositories listed
• Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference
  11 Sep 2018 0 repositories listed
• DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing
  4 Sep 2018 0 repositories listed
• Double JPEG Detection in Mixed JPEG Quality Factors using Deep Convolutional Neural Network
  1 Sep 2018 0 repositories listed
• Learning Sparse Low-Precision Neural Networks With Learnable Regularization
  1 Sep 2018 0 repositories listed
• Product Quantization Network for Fast Image Retrieval
  1 Sep 2018 0 repositories listed
• An Overview of Datatype Quantization Techniques for Convolutional Neural Networks
  22 Aug 2018 0 repositories listed
• A study on speech enhancement using exponent-only floating point quantized neural network (EOFP-QNN)
  17 Aug 2018 0 repositories listed
• Learning to Quantize Deep Networks by Optimizing Quantization Intervals with Task Loss
  17 Aug 2018 0 repositories listed
• Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks
  15 Aug 2018 0 repositories listed
• A Survey on Methods and Theories of Quantized Neural Networks
  13 Aug 2018 0 repositories listed
• Learning Discriminative Hashing Codes for Cross-Modal Retrieval based on Multi-view Features
  13 Aug 2018 0 repositories listed
• Approximate Probabilistic Neural Networks with Gated Threshold Logic
  2 Aug 2018 0 repositories listed
• Dirichlet Mixture Model based VQ Performance Prediction for Line Spectral Frequency
  2 Aug 2018 0 repositories listed
• Design Flow of Accelerating Hybrid Extremely Low Bit-width Neural Network in Embedded FPGA
  31 Jul 2018 0 repositories listed
• DFTerNet: Towards 2-bit Dynamic Fusion Networks for Accurate Human Activity Recognition
  31 Jul 2018 0 repositories listed
• Aggregated Learning: A Deep Learning Framework Based on Information-Bottleneck Vector Quantization
  26 Jul 2018 0 repositories listed
• Coreset-Based Neural Network Compression
  25 Jul 2018 0 repositories listed
• Hybrid Scene Compression for Visual Localization
  19 Jul 2018 0 repositories listed
• Statistical Model Compression for Small-Footprint Natural Language Understanding
  19 Jul 2018 0 repositories listed
• Defend Deep Neural Networks Against Adversarial Examples via Fixed and Dynamic Quantized Activation Functions
  18 Jul 2018 0 repositories listed
• Accuracy to Throughput Trade-offs for Reduced Precision Neural Networks on Reconfigurable Logic
  17 Jul 2018 0 repositories listed
• Bridging the Accuracy Gap for 2-bit Quantized Neural Networks (QNN)
  17 Jul 2018 0 repositories listed
• Learning Product Codebooks using Vector Quantized Autoencoders for Image Retrieval
  12 Jul 2018 0 repositories listed
• Learning a Single Tucker Decomposition Network for Lossy Image Compression with Multiple Bits-Per-Pixel Rates
  10 Jul 2018 0 repositories listed
• Two-stage iterative Procrustes match algorithm and its application for VQ-based speaker verification
  10 Jul 2018 0 repositories listed
• Deep Saliency Hashing
  4 Jul 2018 0 repositories listed
• OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU
  1 Jul 2018 0 repositories listed
• An Exact Quantized Decentralized Gradient Descent Algorithm
  29 Jun 2018 0 repositories listed
• Segmentation of Overlapped Steatosis in Whole-Slide Liver Histopathology Microscopy Images
  24 Jun 2018 0 repositories listed
• Distributed Average Consensus under Quantized Communication via Event-Triggered Mass Summation
  22 Jun 2018 0 repositories listed
• Error Compensated Quantized SGD and its Applications to Large-scale Distributed Optimization
  21 Jun 2018 0 repositories listed
• Inference of Quantized Neural Networks on Heterogeneous All-Programmable Devices
  21 Jun 2018 0 repositories listed
• GroupReduce: Block-Wise Low-Rank Approximation for Neural Language Model Shrinking
  18 Jun 2018 0 repositories listed
• Parcels of Universe or why Schrödinger and Fourier are so relatives?
  18 Jun 2018 0 repositories listed
• 1-bit Localization Scheme for Radar using Dithered Quantized Compressed Sensing
  15 Jun 2018 0 repositories listed
• Detecting Dead Weights and Units in Neural Networks
  15 Jun 2018 0 repositories listed
• Scalable Neural Network Compression and Pruning Using Hard Clustering and L1 Regularization
  14 Jun 2018 0 repositories listed
• Static Quantized Radix-2 FFT/IFFT Processor for Constraints Analysis
  10 Jun 2018 0 repositories listed
• Modeling Realistic Degradations in Non-blind Deconvolution
  4 Jun 2018 0 repositories listed
• A Biresolution Spectral Framework for Product Quantization
  1 Jun 2018 0 repositories listed
• CLIP-Q: Deep Network Compression Learning by In-Parallel Pruning-Quantization
  1 Jun 2018 0 repositories listed
• Efficient Large-Scale Approximate Nearest Neighbor Search on OpenCL FPGA
  1 Jun 2018 0 repositories listed