edge computing

Oort: Efficient Federated Learning via Guided Participant Selection OSDI 2021 PQK: Model Compression via Pruning, Quantization, and Knowledge Distillation Interspeech 2021 Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples NeurIPS 2021 Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors RSS 2021 Real-Time Video Inference on Edge Devices via Adaptive Model Streaming ICCV 2021 S3-Net: A Fast and Lightweight Video Scene Understanding Network by Single-Shot Segmentation WACV 2021 SmallER: Scaling Neural Entity Resolution for Edge Devices Interspeech 2021 Spike-Thrift: Towards Energy-Efficient Deep Spiking Neural Networks by Limiting Spiking Activity via Attention-Guided Compression WACV 2021 The Chinese Remainder Theorem for Compact, Task-Precise, Efficient and Secure Word Embeddings EACL 2021 Budget Learning via Bracketing AISTATS 2020 CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning IJCAI 2020 Distributed Distillation for On-Device Learning NeurIPS 2020 Distributed Machine Learning through Heterogeneous Edge Systems AAAI 2020 Efficient Transformer-based Large Scale Language Representations using Hardware-friendly Block Structured Pruning EMNLP 2020 Group Knowledge Transfer: Federated Learning of Large CNNs at the Edge NeurIPS 2020 Local Binary Pattern Networks WACV 2020 Real-Time Single-Channel Deep Neural Network-Based Speech Enhancement on Edge Devices Interspeech 2020 Successes, Challenges and Opportunities for Speech Technology in Conversational Agents Interspeech 2020 T-Basis: a Compact Representation for Neural Networks ICML 2020 Unsupervised Model Personalization While Preserving Privacy and Scalability: An Open Problem CVPR 2020 Cost-Aware Fine-Grained Recognition for IoTs Based on Sequential Fixations ICCV 2019 Deep Neural Network Quantization via Layer-Wise Optimization Using Limited Training Data AAAI 2019 HarDNet: A Low Memory Traffic Network ICCV 2019 IA-NET: Acceleration and Compression of Speech Enhancement Using Integer-Adder Deep Neural Network Interspeech 2019 Network Offloading Policies for Cloud Robotics: A Learning-Based Approach RSS 2019