On Neural Architecture Search for Resource-Constrained Hardware Platforms Oct 31, 2019 Neural Architecture Search Quantization
— Unverified SPARQ-SGD: Event-Triggered and Compressed Communication in Decentralized Stochastic Optimization Oct 31, 2019 Quantization Stochastic Optimization
— Unverified Exploiting Intelligent Reflecting Surfaces in NOMA Networks: Joint Beamforming Optimization Oct 30, 2019 Quantization
— Unverified Channel Estimation for MIMO Hybrid Architectures with Low Resolution ADCs for mmWave Communication Oct 30, 2019 Quantization
— Unverified Training DNN IoT Applications for Deployment On Analog NVM Crossbars Oct 30, 2019 Quantization
— Unverified Integrating PHY Security Into NDN-IoT Networks By Exploiting MEC: Authentication Efficiency, Robustness, and Accuracy Enhancement Oct 29, 2019 Decision Making Edge-computing
— Unverified Noiseless Privacy Oct 29, 2019 Privacy Preserving Quantization
— Unverified Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning Oct 28, 2019 Clustering Phoneme Recognition
— Unverified Secure Evaluation of Quantized Neural Networks Oct 28, 2019 Image Classification Quantization
— Unverified Asynchronous Decentralized SGD with Quantized and Local Updates Oct 27, 2019 Blocking Distributed Optimization
— Unverified A holistic approach to polyphonic music transcription with neural networks Oct 26, 2019 Beat Tracking Music Transcription
Code Code Available CNN-based Analog CSI Feedback in FDD MIMO-OFDM Systems Oct 23, 2019 Diversity Quantization
— Unverified Q-GADMM: Quantized Group ADMM for Communication Efficient Decentralized Machine Learning Oct 23, 2019 BIG-bench Machine Learning image-classification
— Unverified A Binary Variational Autoencoder for Hashing Oct 22, 2019 Quantization Retrieval
Code Code Available Image processing in DNA Oct 22, 2019 Image Inpainting Quantization
— Unverified Mirror Descent View for Neural Network Quantization Oct 18, 2019 Quantization valid
Code Code Available Fully Quantized Transformer for Machine Translation Oct 17, 2019 Machine Translation Quantization
— Unverified Reinforced Bit Allocation under Task-Driven Semantic Distortion Metrics Oct 16, 2019 General Classification Quantization
— Unverified Parametric context adaptive Laplace distribution for multimedia compression Oct 14, 2019 Data Compression Quantization
— Unverified Variation-aware Binarized Memristive Networks Oct 14, 2019 Quantization
— Unverified Q8BERT: Quantized 8Bit BERT Oct 14, 2019 Linguistic Acceptability Natural Language Inference
Code Code Available Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach Oct 14, 2019 Neural Network Compression Quantization
Code Code Available OverQ: Opportunistic Outlier Quantization for Neural Network Accelerators Oct 13, 2019 Quantization
— Unverified QPyTorch: A Low-Precision Arithmetic Simulation Framework Oct 9, 2019 Quantization
Code Code Available High-Dimensional Stochastic Gradient Quantization for Communication-Efficient Edge Learning Oct 9, 2019 Federated Learning Quantization
— Unverified Bit Efficient Quantization for Deep Neural Networks Oct 7, 2019 Clustering Quantization
— Unverified Improvements to Target-Based 3D LiDAR to Camera Calibration Oct 7, 2019 Camera Calibration Pose Estimation
Code Code Available REMIND Your Neural Network to Prevent Catastrophic Forgetting Oct 6, 2019 Quantization Question Answering
Code Code Available 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 DSConv: Efficient Convolution Operator Oct 1, 2019 Quantization
— Unverified NGEMM: Optimizing GEMM for Deep Learning via Compiler-based Techniques Oct 1, 2019 Deep Learning Quantization
— Unverified Optimal Controller and Quantizer Selection for Partially Observable Linear-Quadratic-Gaussian Systems Sep 30, 2019 Quantization Scheduling
— 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 REQ-YOLO: A Resource-Aware, Efficient Quantization Framework for Object Detection on FPGAs Sep 29, 2019 Model Compression object-detection
— Unverified AdaptivFloat: A Floating-point based Data Type for Resilient Deep Learning Inference Sep 29, 2019 Quantization
— Unverified FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Sep 28, 2019 Federated Learning Quantization
— Unverified Additive Powers-of-Two Quantization: An Efficient Non-uniform Discretization for Neural Networks Sep 28, 2019 Computational Efficiency Quantization
Code Code Available 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 Prune or quantize? Strategy for Pareto-optimally low-cost and accurate CNN Sep 25, 2019 CPU GPU
— Unverified Goten: GPU-Outsourcing Trusted Execution of Neural Network Training and Prediction Sep 25, 2019 GPU Privacy Preserving
Code Code Available Monte Carlo Deep Neural Network Arithmetic Sep 25, 2019 image-classification Image Classification
— Unverified On the Pareto Efficiency of Quantized CNN Sep 25, 2019 Gesture Recognition Quantization
— Unverified Towards Effective 2-bit Quantization: Pareto-optimal Bit Allocation for Deep CNNs Compression Sep 25, 2019 Quantization
— Unverified Hybrid Weight Representation: A Quantization Method Represented with Ternary and Sparse-Large Weights Sep 25, 2019 Quantization
— Unverified 