EPARA: Parallelizing Categorized AI Inference in Edge Clouds
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yubo, Cui, Yubo, Shi, Tuo, Li, Danyang, Li, Wenxin, Suo, Lide, Wang, Tao, Xie, Xin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing
by: Gebrekidan, Tesfay Zemuy, et al.
Published: (2024)
by: Gebrekidan, Tesfay Zemuy, et al.
Published: (2024)
PerLLM: Personalized Inference Scheduling with Edge-Cloud Collaboration for Diverse LLM Services
by: Yang, Zheming, et al.
Published: (2024)
by: Yang, Zheming, et al.
Published: (2024)
TriCloudEdge: A multi-layer Cloud Continuum
by: Violettas, George, et al.
Published: (2026)
by: Violettas, George, et al.
Published: (2026)
Continuous QoS-compliant Orchestration in the Cloud-Edge Continuum
by: Bisicchia, Giuseppe, et al.
Published: (2023)
by: Bisicchia, Giuseppe, et al.
Published: (2023)
An Open-Source Experimentation Framework for the Edge Cloud Continuum
by: Koukis, Georgios, et al.
Published: (2024)
by: Koukis, Georgios, et al.
Published: (2024)
EdgeTimer: Adaptive Multi-Timescale Scheduling in Mobile Edge Computing with Deep Reinforcement Learning
by: Hao, Yijun, et al.
Published: (2024)
by: Hao, Yijun, et al.
Published: (2024)
Edge-assisted Parallel Uncertain Skyline Processing for Low-latency IoE Analysis
by: Lai, Chuan-Chi, et al.
Published: (2025)
by: Lai, Chuan-Chi, et al.
Published: (2025)
ClusterSlice: A Zero-touch Deployment Platform for the Edge Cloud Continuum
by: Mamatas, Lefteris, et al.
Published: (2024)
by: Mamatas, Lefteris, et al.
Published: (2024)
Towards Timely Video Analytics Services at the Network Edge
by: Li, Xishuo, et al.
Published: (2024)
by: Li, Xishuo, et al.
Published: (2024)
Causal Inference for Quantifying Noisy Neighbor Effects in Multi-Tenant Cloud Environments
by: Schiavo, Philipe S., et al.
Published: (2026)
by: Schiavo, Philipe S., et al.
Published: (2026)
EdgeLoc: A Communication-Adaptive Parallel System for Real-Time Localization in Infrastructure-Assisted Autonomous Driving
by: Liu, Boyi, et al.
Published: (2024)
by: Liu, Boyi, et al.
Published: (2024)
Tetris: An SLA-aware Application Placement Strategy in the Edge-Cloud Continuum
by: Almeida, Lucas, et al.
Published: (2025)
by: Almeida, Lucas, et al.
Published: (2025)
A Study on 5G Network Slice Isolation Based on Native Cloud and Edge Computing Tools
by: Andrade, Maiko, et al.
Published: (2025)
by: Andrade, Maiko, et al.
Published: (2025)
Decentralized Network Topology Design for Task Offloading in Mobile Edge Computing
by: Ma, Ke, et al.
Published: (2024)
by: Ma, Ke, et al.
Published: (2024)
A Multi-Layered Distributed Computing Framework for Enhanced Edge Computing
by: Ma, Ke, et al.
Published: (2024)
by: Ma, Ke, et al.
Published: (2024)
Arcturus: A Cloud Overlay Network for Global Accelerator with Enhanced Performance and Stability
by: Liu, Matthew Yang, et al.
Published: (2025)
by: Liu, Matthew Yang, et al.
Published: (2025)
Naeural AI OS -- Decentralized ubiquitous computing MLOps execution engine
by: Bleotiu, Cristian, et al.
Published: (2023)
by: Bleotiu, Cristian, et al.
Published: (2023)
Placing Timely Refreshing Services at the Network Edge
by: Li, Xishuo, et al.
Published: (2024)
by: Li, Xishuo, et al.
Published: (2024)
Temporal-Aware GPU Resource Allocation for Distributed LLM Inference via Reinforcement Learning
by: Du, Chengze, et al.
Published: (2025)
by: Du, Chengze, et al.
Published: (2025)
Trust-Aware Routing for Distributed Generative AI Inference at the Edge
by: Nguyen, Chanh, et al.
Published: (2026)
by: Nguyen, Chanh, et al.
Published: (2026)
Contention-Aware Microservice Deployment in Collaborative Mobile Edge Networks
by: Ge, Xinlei, et al.
Published: (2024)
by: Ge, Xinlei, et al.
Published: (2024)
Serial Parallel Reliability Redundancy Allocation Optimization for Energy Efficient and Fault Tolerant Cloud Computing
by: Krishna, Gutha Jaya
Published: (2024)
by: Krishna, Gutha Jaya
Published: (2024)
Multi-Source Coflow Scheduling in Collaborative Edge Computing with Multihop Network
by: Sahni, Yuvraj, et al.
Published: (2024)
by: Sahni, Yuvraj, et al.
Published: (2024)
Diving into 3D Parallelism with Heterogeneous Spot Instance GPUs: Design and Implications
by: Wang, Yuxiao, et al.
Published: (2025)
by: Wang, Yuxiao, et al.
Published: (2025)
TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices
by: Li, Zonghang, et al.
Published: (2024)
by: Li, Zonghang, et al.
Published: (2024)
PeerSync: Accelerating Containerized Service Delivery at the Network Edge
by: Deng, Yinuo, et al.
Published: (2025)
by: Deng, Yinuo, et al.
Published: (2025)
Dynamic DAG-Application Scheduling for Multi-Tier Edge Computing in Heterogeneous Networks
by: Li, Xiang, et al.
Published: (2024)
by: Li, Xiang, et al.
Published: (2024)
Urgent Edge Computing
by: Dazzi, Patrizio, et al.
Published: (2024)
by: Dazzi, Patrizio, et al.
Published: (2024)
Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration
by: Luo, Haoxiang, et al.
Published: (2025)
by: Luo, Haoxiang, et al.
Published: (2025)
Edge Offloading in Smart Grid
by: Arcas, Gabriel Ioan, et al.
Published: (2024)
by: Arcas, Gabriel Ioan, et al.
Published: (2024)
A Task Decomposition and Planning Framework for Efficient LLM Inference in AI-Enabled WiFi-Offload Networks
by: Han, Mingqi, et al.
Published: (2026)
by: Han, Mingqi, et al.
Published: (2026)
HALO: Semantic-Aware Distributed LLM Inference in Lossy Edge Network
by: Zheng, Peirong, et al.
Published: (2026)
by: Zheng, Peirong, et al.
Published: (2026)
Cooperative Graceful Degradation In Containerized Clouds
by: Agrawal, Kapil, et al.
Published: (2023)
by: Agrawal, Kapil, et al.
Published: (2023)
Reinforcement Learning-Based Adaptive Load Balancing for Dynamic Cloud Environments
by: Chawla, Kavish
Published: (2024)
by: Chawla, Kavish
Published: (2024)
Decentralized Stratified Sampling for Low-Latency Approximate Geospatial Data Stream Processing in Edge-Cloud Architectures
by: Jawarneh, Isam Mashhour Al, et al.
Published: (2026)
by: Jawarneh, Isam Mashhour Al, et al.
Published: (2026)
An Open-Source Fast Parallel Routing Approach for Commercial FPGAs
by: Zang, Xinshi, et al.
Published: (2024)
by: Zang, Xinshi, et al.
Published: (2024)
EdgeLinker: Practical Blockchain-based Framework for Healthcare Fog Applications to Enhance Security in Edge-IoT Data Communications
by: Zarkesh, Mahdi Akbari, et al.
Published: (2024)
by: Zarkesh, Mahdi Akbari, et al.
Published: (2024)
On-demand Quantization for Green Federated Generative Diffusion in Mobile Edge Networks
by: Lai, Bingkun, et al.
Published: (2024)
by: Lai, Bingkun, et al.
Published: (2024)
Diffusion Models on the Edge: Challenges, Optimizations, and Applications
by: Zheng, Dongqi
Published: (2025)
by: Zheng, Dongqi
Published: (2025)
GreenBytes: Intelligent Energy Estimation for Edge-Cloud
by: Kassai, Kasra, et al.
Published: (2024)
by: Kassai, Kasra, et al.
Published: (2024)
Similar Items
-
Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing
by: Gebrekidan, Tesfay Zemuy, et al.
Published: (2024) -
PerLLM: Personalized Inference Scheduling with Edge-Cloud Collaboration for Diverse LLM Services
by: Yang, Zheming, et al.
Published: (2024) -
TriCloudEdge: A multi-layer Cloud Continuum
by: Violettas, George, et al.
Published: (2026) -
Continuous QoS-compliant Orchestration in the Cloud-Edge Continuum
by: Bisicchia, Giuseppe, et al.
Published: (2023) -
An Open-Source Experimentation Framework for the Edge Cloud Continuum
by: Koukis, Georgios, et al.
Published: (2024)