| Grounding DINO 1.5: Advance the "Edge" of Open-Set Object Detection | May 16, 2024 | Edge-computingFew-Shot Object Detection | CodeCode Available | 7 |
| Efficient Multimodal Large Language Models: A Survey | May 17, 2024 | Edge-computingQuestion Answering | CodeCode Available | 3 |
| Spectral Pruning for Recurrent Neural Networks | May 23, 2021 | Edge-computing | CodeCode Available | 3 |
| PhyCV: The First Physics-inspired Computer Vision Library | Jan 29, 2023 | Edge-computing | CodeCode Available | 2 |
| NeuFlow: Real-time, High-accuracy Optical Flow Estimation on Robots Using Edge Devices | Mar 15, 2024 | Activity RecognitionEdge-computing | CodeCode Available | 2 |
| WidthFormer: Toward Efficient Transformer-based BEV View Transformation | Jan 8, 2024 | 3D Object DetectionAutonomous Driving | CodeCode Available | 2 |
| Slim-neck by GSConv: A lightweight-design for real-time detector architectures | Jun 6, 2022 | Autonomous VehiclesEdge-computing | CodeCode Available | 2 |
| Digital Twin Vehicular Edge Computing Network: Task Offloading and Resource Allocation | Jul 16, 2024 | Edge-computingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing | Feb 18, 2024 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 2 |
| HLSTransform: Energy-Efficient Llama 2 Inference on FPGAs Via High Level Synthesis | Apr 29, 2024 | CPUEdge-computing | CodeCode Available | 2 |
| Monocular Obstacle Avoidance Based on Inverse PPO for Fixed-wing UAVs | Nov 27, 2024 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 2 |
| Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies | Jan 4, 2025 | Edge-computingKnowledge Distillation | CodeCode Available | 2 |
| QECO: A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning for Mobile Edge Computing | Nov 4, 2023 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 2 |
| EdgeYOLO: An Edge-Real-Time Object Detector | Feb 15, 2023 | Data AugmentationEdge-computing | CodeCode Available | 2 |
| DRLE: Decentralized Reinforcement Learning at the Edge for Traffic Light Control in the IoV | Sep 3, 2020 | Edge-computingManagement | CodeCode Available | 2 |
| FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing | Feb 13, 2024 | Edge-computingFederated Learning | CodeCode Available | 1 |
| Exploring Deep Reinforcement Learning-Assisted Federated Learning for Online Resource Allocation in Privacy-Persevering EdgeIoT | Feb 15, 2022 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| FELARE: Fair Scheduling of Machine Learning Tasks on Heterogeneous Edge Systems | May 31, 2022 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| ED-sKWS: Early-Decision Spiking Neural Networks for Rapid,and Energy-Efficient Keyword Spotting | Jun 14, 2024 | Edge-computingKeyword Spotting | CodeCode Available | 1 |
| Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping | Jun 13, 2025 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Efficient Neural Network Deployment for Microcontroller | Jul 2, 2020 | BinarizationEdge-computing | CodeCode Available | 1 |
| FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature Compression | Mar 25, 2024 | Earth ObservationEdge-computing | CodeCode Available | 1 |
| A Case For Adaptive Deep Neural Networks in Edge Computing | Aug 4, 2020 | CPUEdge-computing | CodeCode Available | 1 |
| Edge-Detect: Edge-centric Network Intrusion Detection using Deep Neural Network | Feb 3, 2021 | CPUEdge-computing | CodeCode Available | 1 |
| Distilled Split Deep Neural Networks for Edge-Assisted Real-Time Systems | Oct 1, 2019 | Edge-computingImage Classification | CodeCode Available | 1 |
| Efficient Human Pose Estimation via 3D Event Point Cloud | Jun 9, 2022 | 3D Human Pose EstimationEdge-computing | CodeCode Available | 1 |
| Energy-Efficient Blockchain-enabled User-Centric Mobile Edge Computing | Feb 21, 2023 | Edge-computing | CodeCode Available | 1 |
| ERX: A Fast Real-Time Anomaly Detection Algorithm for Hyperspectral Line Scanning | Aug 27, 2024 | Anomaly DetectionCPU | CodeCode Available | 1 |
| Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning | Aug 5, 2020 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| FedFusion: Manifold Driven Federated Learning for Multi-satellite and Multi-modality Fusion | Nov 16, 2023 | Edge-computingFederated Learning | CodeCode Available | 1 |
| Differentiable Weightless Neural Networks | Oct 14, 2024 | Edge-computing | CodeCode Available | 1 |
| DONE: Distributed Approximate Newton-type Method for Federated Edge Learning | Dec 10, 2020 | Edge-computingVocal Bursts Type Prediction | CodeCode Available | 1 |
| CSL-YOLO: A New Lightweight Object Detection System for Edge Computing | Jul 10, 2021 | Edge-computingobject-detection | CodeCode Available | 1 |
| Convergence of Edge Computing and Deep Learning: A Comprehensive Survey | Jul 19, 2019 | Cloud ComputingDeep Learning | CodeCode Available | 1 |
| DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices | Dec 8, 2024 | Edge-computingFederated Learning | CodeCode Available | 1 |
| Drastically Reducing the Number of Trainable Parameters in Deep CNNs by Inter-layer Kernel-sharing | Oct 23, 2022 | Edge-computingimage-classification | CodeCode Available | 1 |
| A Credibility-aware Swarm-Federated Deep Learning Framework in Internet of Vehicles | Aug 9, 2021 | BIG-bench Machine LearningEdge-computing | CodeCode Available | 1 |
| Channel-Aware Distillation Transformer for Depth Estimation on Nano Drones | Mar 18, 2023 | Autonomous NavigationDepth Estimation | CodeCode Available | 1 |
| Computation Rate Maximization for Wireless Powered Edge Computing With Multi-User Cooperation | Jan 22, 2024 | Edge-computing | CodeCode Available | 1 |
| Control Aspects for Using RIS in Latency-Constrained Mobile Edge Computing | Dec 19, 2023 | Edge-computing | CodeCode Available | 1 |
| Active multi-fidelity Bayesian online changepoint detection | Mar 26, 2021 | Edge-computingTime Series | CodeCode Available | 1 |
| Cost-effective On-device Continual Learning over Memory Hierarchy with Miro | Aug 11, 2023 | Continual LearningEdge-computing | CodeCode Available | 1 |
| Deep Compressive Offloading: Speeding Up Neural Network Inference by Trading Edge Computation for Network Latency | Nov 16, 2020 | Compressive SensingEdge-computing | CodeCode Available | 1 |
| Nonlinear optical encoding enabled by recurrent linear scattering | Jul 17, 2023 | Data CompressionDecoder | CodeCode Available | 1 |
| Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing | May 29, 2024 | Edge-computingFederated Learning | CodeCode Available | 1 |
| A Reinforcement Learning Environment for Multi-Service UAV-enabled Wireless Systems | May 11, 2021 | BenchmarkingEdge-computing | CodeCode Available | 1 |
| An FPGA-based Solution for Convolution Operation Acceleration | Jun 9, 2022 | Edge-computing | CodeCode Available | 1 |
| Attribution Preservation in Network Compression for Reliable Network Interpretation | Oct 28, 2020 | Edge-computingNetwork Interpretation | CodeCode Available | 1 |
| Edge-Cloud Polarization and Collaboration: A Comprehensive Survey for AI | Nov 11, 2021 | Cloud ComputingEdge-computing | CodeCode Available | 1 |
| Communication-Computation Trade-Off in Resource-Constrained Edge Inference | Jun 3, 2020 | Edge-computingModel Compression | CodeCode Available | 1 |