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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 42 of 50: papers 4,101 to 4,200 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.

• Compression strategies and space-conscious representations for deep neural networks
  15 Jul 2020 0 repositories listed
• Image De-Quantization Using Generative Models as Priors
  15 Jul 2020 0 repositories listed
• Adaptive Periodic Averaging: A Practical Approach to Reducing Communication in Distributed Learning
  13 Jul 2020 0 repositories listed
• Experimental results on palmvein-based personal recognition by multi-snapshot fusion of textural features
  13 Jul 2020 0 repositories listed
• Term Revealing: Furthering Quantization at Run Time on Quantized DNNs
  13 Jul 2020 0 repositories listed
• Quantization in Relative Gradient Angle Domain For Building Polygon Estimation
  10 Jul 2020 0 repositories listed
• SGQuant: Squeezing the Last Bit on Graph Neural Networks with Specialized Quantization
  9 Jul 2020 0 repositories listed
• AUSN: Approximately Uniform Quantization by Adaptively Superimposing Non-uniform Distribution for Deep Neural Networks
  8 Jul 2020 0 repositories listed
• Enabling On-Device CNN Training by Self-Supervised Instance Filtering and Error Map Pruning
  7 Jul 2020 0 repositories listed
• Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights
  2 Jul 2020 0 repositories listed
• Learning with tree tensor networks: complexity estimates and model selection
  2 Jul 2020 0 repositories listed
• Compressing Neural Machine Translation Models with 4-bit Precision
  1 Jul 2020 0 repositories listed
• Edinburgh's Submissions to the 2020 Machine Translation Efficiency Task
  1 Jul 2020 0 repositories listed
• Learning to Quantize Deep Neural Networks: A Competitive-Collaborative Approach
  1 Jul 2020 0 repositories listed
• Robust Product Markovian Quantization
  29 Jun 2020 0 repositories listed
• Lattice Representation Learning
  24 Jun 2020 0 repositories listed
• Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization
  22 Jun 2020 0 repositories listed
• IDF++: Analyzing and Improving Integer Discrete Flows for Lossless Compression
  22 Jun 2020 0 repositories listed
• Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization
  20 Jun 2020 0 repositories listed
• COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-19
  19 Jun 2020 0 repositories listed
• DEED: A General Quantization Scheme for Communication Efficiency in Bits
  19 Jun 2020 0 repositories listed
• Efficient Execution of Quantized Deep Learning Models: A Compiler Approach
  18 Jun 2020 0 repositories listed
• Federated Learning With Quantized Global Model Updates
  18 Jun 2020 0 repositories listed
• Some useful approximations for calculation of directivities of multibeam power patterns of large planar arrays
  18 Jun 2020 0 repositories listed
• Universally Quantized Neural Compression
  17 Jun 2020 0 repositories listed
• CNN Acceleration by Low-rank Approximation with Quantized Factors
  16 Jun 2020 0 repositories listed
• Quantization of Acoustic Model Parameters in Automatic Speech Recognition Framework
  16 Jun 2020 0 repositories listed
• Neural gradients are near-lognormal: improved quantized and sparse training
  15 Jun 2020 0 repositories listed
• Sparsity Turns Adversarial: Energy and Latency Attacks on Deep Neural Networks
  14 Jun 2020 0 repositories listed
• O(1) Communication for Distributed SGD through Two-Level Gradient Averaging
  12 Jun 2020 0 repositories listed
• Knowledge Distillation: A Survey
  9 Jun 2020 0 repositories listed
• Noisy One-bit Compressed Sensing with Side-Information
  9 Jun 2020 0 repositories listed
• Generative Design of Hardware-aware DNNs
  6 Jun 2020 0 repositories listed
• An Overview of Neural Network Compression
  5 Jun 2020 0 repositories listed
• Exploring the Potential of Low-bit Training of Convolutional Neural Networks
  4 Jun 2020 0 repositories listed
• Semi-Blind Post-Equalizer SINR Estimation and Dual CSI Feedback for Radar-Cellular Coexistence
  2 Jun 2020 0 repositories listed
• Fixed-Point Back-Propagation Training
  1 Jun 2020 0 repositories listed
• Joint Texture and Geometry Optimization for RGB-D Reconstruction
  1 Jun 2020 0 repositories listed
• Rotation Consistent Margin Loss for Efficient Low-Bit Face Recognition
  1 Jun 2020 0 repositories listed
• Quantized Neural Networks: Characterization and Holistic Optimization
  31 May 2020 0 repositories listed
• A Feature-map Discriminant Perspective for Pruning Deep Neural Networks
  28 May 2020 0 repositories listed
• LR-CNN: Local-aware Region CNN for Vehicle Detection in Aerial Imagery
  28 May 2020 0 repositories listed
• Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction
  28 May 2020 0 repositories listed
• Task-Oriented Data Compression for Multi-Agent Communications Over Bit-Budgeted Channels
  28 May 2020 0 repositories listed
• Accelerating Neural Network Inference by Overflow Aware Quantization
  27 May 2020 0 repositories listed
• Local Motion Planner for Autonomous Navigation in Vineyards with a RGB-D Camera-Based Algorithm and Deep Learning Synergy
  26 May 2020 0 repositories listed
• Conditionally Deep Hybrid Neural Networks Across Edge and Cloud
  21 May 2020 0 repositories listed
• Supervised Learning in the Presence of Concept Drift: A modelling framework
  21 May 2020 0 repositories listed
• BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs
  20 May 2020 0 repositories listed
• Attention-based Transducer for Online Speech Recognition
  18 May 2020 0 repositories listed
• Energy Efficiency Optimization for Millimeter Wave System with Resolution-Adaptive ADCs
  18 May 2020 0 repositories listed
• Learning on a Grassmann Manifold: CSI Quantization for Massive MIMO Systems
  18 May 2020 0 repositories listed
• Low-Complexity Vector Quantized Compressed Sensing via Deep Neural Networks
  17 May 2020 0 repositories listed
• HVS-Based Perceptual Color Compression of Image Data
  16 May 2020 0 repositories listed
• Efficient Federated Learning over Multiple Access Channel with Differential Privacy Constraints
  15 May 2020 0 repositories listed
• Massive MIMO Channel Estimation with Low-Resolution Spatial Sigma-Delta ADCs
  15 May 2020 0 repositories listed
• A Reconstruction-Computation-Quantization (RCQ) Approach to Node Operations in LDPC Decoding
  14 May 2020 0 repositories listed
• Prive-HD: Privacy-Preserved Hyperdimensional Computing
  14 May 2020 0 repositories listed
• GOBO: Quantizing Attention-Based NLP Models for Low Latency and Energy Efficient Inference
  8 May 2020 0 repositories listed
• SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation
  7 May 2020 0 repositories listed
• Visualisation and knowledge discovery from interpretable models
  7 May 2020 0 repositories listed
• WSMN: An optimized multipurpose blind watermarking in Shearlet domain using MLP and NSGA-II
  7 May 2020 0 repositories listed
• An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration
  4 May 2020 0 repositories listed
• CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning
  4 May 2020 0 repositories listed
• The Bussgang Decomposition of Non-Linear Systems: Basic Theory and MIMO Extensions
  4 May 2020 0 repositories listed
• Deep Neural Network-Based Quantized Signal Reconstruction for DOA Estimation
  3 May 2020 0 repositories listed
• Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
  1 May 2020 0 repositories listed
• General Purpose Text Embeddings from Pre-trained Language Models for Scalable Inference
  29 Apr 2020 0 repositories listed
• Quantized Adam with Error Feedback
  29 Apr 2020 0 repositories listed
• Dynamic Quantized Consensus of General Linear Multi-agent Systems under Denial-of-Service Attacks
  28 Apr 2020 0 repositories listed
• Streamlining Tensor and Network Pruning in PyTorch
  28 Apr 2020 0 repositories listed
• Automatic low-bit hybrid quantization of neural networks through meta learning
  24 Apr 2020 0 repositories listed
• Quantization of Deep Neural Networks for Accumulator-constrained Processors
  24 Apr 2020 0 repositories listed
• QUANOS- Adversarial Noise Sensitivity Driven Hybrid Quantization of Neural Networks
  22 Apr 2020 0 repositories listed
• Up or Down? Adaptive Rounding for Post-Training Quantization
  22 Apr 2020 0 repositories listed
• A Data and Compute Efficient Design for Limited-Resources Deep Learning
  21 Apr 2020 0 repositories listed
• HCM: Hardware-Aware Complexity Metric for Neural Network Architectures
  19 Apr 2020 0 repositories listed
• Single upper limb pose estimation method based on improved stacked hourglass network
  16 Apr 2020 0 repositories listed
• Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks
  15 Apr 2020 0 repositories listed
• Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines
  14 Apr 2020 0 repositories listed
• Exposing Hardware Building Blocks to Machine Learning Frameworks
  10 Apr 2020 0 repositories listed
• Dithered backprop: A sparse and quantized backpropagation algorithm for more efficient deep neural network training
  9 Apr 2020 0 repositories listed
• Deep Attentive Generative Adversarial Network for Photo-Realistic Image De-Quantization
  7 Apr 2020 0 repositories listed
• CNN2Gate: Toward Designing a General Framework for Implementation of Convolutional Neural Networks on FPGA
  6 Apr 2020 0 repositories listed
• Attentive One-Dimensional Heatmap Regression for Facial Landmark Detection and Tracking
  5 Apr 2020 0 repositories listed
• Distributed Inference with Sparse and Quantized Communication
  2 Apr 2020 0 repositories listed
• A Modular Neural Network Based Deep Learning Approach for MIMO Signal Detection
  1 Apr 2020 0 repositories listed
• Deep Learning for Radio Resource Allocation with Diverse Quality-of-Service Requirements in 5G
  29 Mar 2020 0 repositories listed
• A Short Note on Analyzing Sequence Complexity in Trajectory Prediction Benchmarks
  27 Mar 2020 0 repositories listed
• Acceleration of Convolutional Neural Network Using FFT-Based Split Convolutions
  27 Mar 2020 0 repositories listed
• Event-Triggered Quantized Average Consensus via Mass Summation
  27 Mar 2020 0 repositories listed
• A Survey of Methods for Low-Power Deep Learning and Computer Vision
  24 Mar 2020 0 repositories listed
• Multi-Feature Discrete Collaborative Filtering for Fast Cold-start Recommendation
  24 Mar 2020 0 repositories listed
• Tree Index: A New Cluster Evaluation Technique
  24 Mar 2020 0 repositories listed
• Multi-target regression via output space quantization
  22 Mar 2020 0 repositories listed
• DP-Net: Dynamic Programming Guided Deep Neural Network Compression
  21 Mar 2020 0 repositories listed
• LANCE: Efficient Low-Precision Quantized Winograd Convolution for Neural Networks Based on Graphics Processing Units
  19 Mar 2020 0 repositories listed
• Efficient Bitwidth Search for Practical Mixed Precision Neural Network
  17 Mar 2020 0 repositories listed
• RCNet: Incorporating Structural Information into Deep RNN for MIMO-OFDM Symbol Detection with Limited Training
  15 Mar 2020 0 repositories listed
• LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition
  13 Mar 2020 0 repositories listed