Compression without Quantization Sep 25, 2019 Decoder Image Compression
— Unverified Rethinking Neural Network Quantization Sep 25, 2019 Quantization
— Unverified Online Learned Continual Compression with Stacked Quantization Modules Sep 25, 2019 Continual Learning Quantization
— Unverified Smart Ternary Quantization Sep 25, 2019 image-classification Image Classification
— Unverified QGAN: Quantize Generative Adversarial Networks to Extreme low-bits Sep 25, 2019 Quantization
— Unverified Network Pruning for Low-Rank Binary Index Sep 25, 2019 Model Compression Network Pruning
— Unverified CURSOR-BASED ADAPTIVE QUANTIZATION FOR DEEP NEURAL NETWORK Sep 25, 2019 Quantization
— Unverified OPTIMAL BINARY QUANTIZATION FOR DEEP NEURAL NETWORKS Sep 25, 2019 Quantization
— Unverified Low Rank Training of Deep Neural Networks for Emerging Memory Technology Sep 25, 2019 Computational Efficiency Decision Making
— Unverified GQ-Net: Training Quantization-Friendly Deep Networks Sep 25, 2019 Model Compression Quantization
— Unverified Learning Compact Embedding Layers via Differentiable Product Quantization Sep 25, 2019 Quantization
— Unverified Lattice Representation Learning Sep 25, 2019 Decoder Quantization
— Unverified Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization Sep 25, 2019 Quantization
— Unverified CAT: Compression-Aware Training for bandwidth reduction Sep 25, 2019 Quantization
Code Code Available Learning to Seek: Autonomous Source Seeking with Deep Reinforcement Learning Onboard a Nano Drone Microcontroller Sep 25, 2019 Autonomous Navigation Deep Reinforcement Learning
Code Code Available Forward and Backward Information Retention for Accurate Binary Neural Networks Sep 24, 2019 Binarization Neural Network Compression
Code Code Available Autoencoder-Based Error Correction Coding for One-Bit Quantization Sep 24, 2019 Quantization
— Unverified A System-Level Solution for Low-Power Object Detection Sep 24, 2019 CPU Object
— Unverified Gridless Angular Domain Channel Estimation for mmWave Massive MIMO System With One-Bit Quantization Via Approximate Message Passing Sep 23, 2019 compressed sensing Quantization
— Unverified HAWKEYE: Adversarial Example Detector for Deep Neural Networks Sep 22, 2019 Quantization
— Unverified Structured Binary Neural Networks for Image Recognition Sep 22, 2019 object-detection Object Detection
— Unverified How to design a derivatives market? Sep 19, 2019 Quantization
— Unverified Performance Analysis of Massive MIMO Multi-Way Relay Networks with Low-Resolution ADCs Sep 19, 2019 Quantization
— Unverified How Does Batch Normalization Help Binary Training? Sep 18, 2019 Quantization
— Unverified Fast Large-Scale Discrete Optimization Based on Principal Coordinate Descent Sep 16, 2019 Quantization
— Unverified An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms Sep 15, 2019 Adversarial Attack Adversarial Robustness
— Unverified DASNet: Dynamic Activation Sparsity for Neural Network Efficiency Improvement Sep 13, 2019 Quantization
— Unverified Neural Machine Translation with 4-Bit Precision and Beyond Sep 13, 2019 Machine Translation NMT
— Unverified Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sep 12, 2019 Linguistic Acceptability Natural Language Inference
— Unverified Variable Rate Deep Image Compression With a Conditional Autoencoder Sep 11, 2019 Image Compression Quantization
— Unverified Communication-Censored Distributed Stochastic Gradient Descent Sep 9, 2019 Quantization Stochastic Optimization
Code Code Available Sparse linear regression with compressed and low-precision data via concave quadratic programming Sep 9, 2019 Quantization regression
— Unverified A Comprehensive Benchmark for Single Image Compression Artifacts Reduction Sep 9, 2019 4k Image Compression
— Unverified A Resource-Efficient Embedded Iris Recognition System Using Fully Convolutional Networks Sep 8, 2019 CPU GPU
Code Code Available Restricted Minimum Error Entropy Criterion for Robust Classification Sep 6, 2019 Classification Dimensionality Reduction
— Unverified Quantized Fisher Discriminant Analysis Sep 6, 2019 BIG-bench Machine Learning Dimensionality Reduction
Code Code Available DeepEvolution: A Search-Based Testing Approach for Deep Neural Networks Sep 5, 2019 Autonomous Vehicles Diversity
— Unverified Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers Sep 5, 2019 Quantization
Code Code Available Symbol-Level Precoding Design for Intelligent Reflecting Surface Assisted Multi-user MIMO Systems Sep 3, 2019 Quantization
— Unverified On the Downstream Performance of Compressed Word Embeddings Sep 3, 2019 Generalization Bounds Quantization
Code Code Available Push for Quantization: Deep Fisher Hashing Aug 31, 2019 Quantization Semantic Similarity
— Unverified PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors Aug 29, 2019 Quantization
Code Code Available An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM Aug 29, 2019 Quantization
— Unverified Smaller Models, Better Generalization Aug 29, 2019 Quantization
— Unverified Accelerating Large-Scale Inference with Anisotropic Vector Quantization Aug 27, 2019 Benchmarking Quantization
Code Code Available Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation Aug 27, 2019 Model Compression Quantization
— Unverified Differentiable Product Quantization for End-to-End Embedding Compression Aug 26, 2019 Quantization
Code Code Available Incremental Binarization On Recurrent Neural Networks For Single-Channel Source Separation Aug 23, 2019 Binarization Quantization
— Unverified RATQ: A Universal Fixed-Length Quantizer for Stochastic Optimization Aug 22, 2019 Quantization Stochastic Optimization
— Unverified A Gridless Compressive Sensing Based Channel Estimation for Millimeter Wave MIMO OFDM Systems with One-Bit Quantization Aug 19, 2019 Compressive Sensing Quantization
— Unverified 