QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning Oct 2, 2019 Decision Making Deep Reinforcement Learning
Code Code Available Hierarchical Encoding of Sequential Data With Compact and Sub-Linear Storage Cost Oct 1, 2019 Quantization Simultaneous Localization and Mapping
Code Code Available NGEMM: Optimizing GEMM for Deep Learning via Compiler-based Techniques Oct 1, 2019 Deep Learning Quantization
— Unverified DSConv: Efficient Convolution Operator Oct 1, 2019 Quantization
— Unverified Automated design of error-resilient and hardware-efficient deep neural networks Sep 30, 2019 Autonomous Vehicles Quantization
— Unverified XNOR-Net++: Improved Binary Neural Networks Sep 30, 2019 Binarization Classification with Binary Neural Network
— Unverified Optimal Controller and Quantizer Selection for Partially Observable Linear-Quadratic-Gaussian Systems Sep 30, 2019 Quantization Scheduling
— Unverified AdaptivFloat: A Floating-point based Data Type for Resilient Deep Learning Inference Sep 29, 2019 Quantization
— Unverified REQ-YOLO: A Resource-Aware, Efficient Quantization Framework for Object Detection on FPGAs Sep 29, 2019 Model Compression object-detection
— Unverified Additive Powers-of-Two Quantization: An Efficient Non-uniform Discretization for Neural Networks Sep 28, 2019 Computational Efficiency Quantization
Code Code Available FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Sep 28, 2019 Federated Learning Quantization
— Unverified Optimized Quantization in Distributed Graph Signal Filtering Sep 27, 2019 Quantization
— Unverified Impact of Low-bitwidth Quantization on the Adversarial Robustness for Embedded Neural Networks Sep 27, 2019 Adversarial Robustness BIG-bench Machine Learning
— Unverified GA-GAN: CT reconstruction from Biplanar DRRs using GAN with Guided Attention Sep 27, 2019 CT Reconstruction Quantization
— Unverified Optimizing Speech Recognition For The Edge Sep 26, 2019 Efficient Neural Network Quantization
— Unverified Adaptive Binary-Ternary Quantization Sep 26, 2019 Autonomous Vehicles Image Classification
— Unverified Goten: GPU-Outsourcing Trusted Execution of Neural Network Training and Prediction Sep 25, 2019 GPU Privacy Preserving
Code Code Available Hybrid Weight Representation: A Quantization Method Represented with Ternary and Sparse-Large Weights Sep 25, 2019 Quantization
— Unverified QGAN: Quantize Generative Adversarial Networks to Extreme low-bits Sep 25, 2019 Quantization
— Unverified Rethinking Neural Network Quantization Sep 25, 2019 Quantization
— Unverified Prune or quantize? Strategy for Pareto-optimally low-cost and accurate CNN Sep 25, 2019 CPU GPU
— Unverified Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization Sep 25, 2019 Quantization
— Unverified Smart Ternary Quantization Sep 25, 2019 image-classification Image Classification
— Unverified Lattice Representation Learning Sep 25, 2019 Decoder Quantization
— Unverified CURSOR-BASED ADAPTIVE QUANTIZATION FOR DEEP NEURAL NETWORK Sep 25, 2019 Quantization
— Unverified Learning Compact Embedding Layers via Differentiable Product Quantization Sep 25, 2019 Quantization
— Unverified Compression without Quantization Sep 25, 2019 Decoder Image Compression
— Unverified 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 CAT: Compression-Aware Training for bandwidth reduction Sep 25, 2019 Quantization
Code Code Available Low Rank Training of Deep Neural Networks for Emerging Memory Technology Sep 25, 2019 Computational Efficiency Decision Making
— Unverified Towards Effective 2-bit Quantization: Pareto-optimal Bit Allocation for Deep CNNs Compression Sep 25, 2019 Quantization
— Unverified OPTIMAL BINARY QUANTIZATION FOR DEEP NEURAL NETWORKS Sep 25, 2019 Quantization
— Unverified On the Pareto Efficiency of Quantized CNN Sep 25, 2019 Gesture Recognition Quantization
— Unverified Online Learned Continual Compression with Stacked Quantization Modules Sep 25, 2019 Continual Learning Quantization
— Unverified Monte Carlo Deep Neural Network Arithmetic Sep 25, 2019 image-classification Image Classification
— Unverified Network Pruning for Low-Rank Binary Index Sep 25, 2019 Model Compression Network Pruning
— Unverified GQ-Net: Training Quantization-Friendly Deep Networks Sep 25, 2019 Model Compression Quantization
— Unverified 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 Structured Binary Neural Networks for Image Recognition Sep 22, 2019 object-detection Object Detection
— Unverified HAWKEYE: Adversarial Example Detector for Deep Neural Networks Sep 22, 2019 Quantization
— 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 