CarbonEdge: Carbon-Aware Deep Learning Inference Framework for Sustainable Edge Computing
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Guilin, Guo, Wulan, Tan, Ziqi, Sun, Chuanyi, Jiang, Hailong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AMP4EC: Adaptive Model Partitioning Framework for Efficient Deep Learning Inference in Edge Computing Environments
by: Zhang, Guilin, et al.
Published: (2025)
by: Zhang, Guilin, et al.
Published: (2025)
Readout-Side Bypass for Residual Hybrid Quantum-Classical Models
by: Zhang, Guilin, et al.
Published: (2025)
by: Zhang, Guilin, et al.
Published: (2025)
Serverless GPU Architecture for Enterprise HR Analytics: A Production-Scale BDaaS Implementation
by: Zhang, Guilin, et al.
Published: (2025)
by: Zhang, Guilin, et al.
Published: (2025)
Adaptive GPU Resource Allocation for Multi-Agent Collaborative Reasoning in Serverless Environments
by: Zhang, Guilin, et al.
Published: (2025)
by: Zhang, Guilin, et al.
Published: (2025)
Parameter-Efficient and Personalized Federated Training of Generative Models at the Edge
by: Khan, Kabir, et al.
Published: (2025)
by: Khan, Kabir, et al.
Published: (2025)
EWSJF: An Adaptive Scheduler with Hybrid Partitioning for Mixed-Workload LLM Inference
by: Sidik, Bronislav, et al.
Published: (2026)
by: Sidik, Bronislav, et al.
Published: (2026)
Experimentally Evaluating the Resource Efficiency of Big Data Autoscaling
by: Will, Jonathan, et al.
Published: (2025)
by: Will, Jonathan, et al.
Published: (2025)
MECKD: Deep Learning-Based Fall Detection in Multilayer Mobile Edge Computing With Knowledge Distillation
by: Mao, Wei-Lung, et al.
Published: (2025)
by: Mao, Wei-Lung, et al.
Published: (2025)
ACME: Adaptive Customization of Large Models via Distributed Systems
by: Dai, Ziming, et al.
Published: (2025)
by: Dai, Ziming, et al.
Published: (2025)
An Empirical Study of the Impact of Federated Learning on Machine Learning Model Accuracy
by: Yang, Haotian, et al.
Published: (2025)
by: Yang, Haotian, et al.
Published: (2025)
Federated Few-Shot Learning on Neuromorphic Hardware: An Empirical Study Across Physical Edge Nodes
by: Motta, Steven, et al.
Published: (2026)
by: Motta, Steven, et al.
Published: (2026)
TAGC: Optimizing Gradient Communication in Distributed Transformer Training
by: Polyakov, Igor, et al.
Published: (2025)
by: Polyakov, Igor, et al.
Published: (2025)
SRFed: Mitigating Poisoning Attacks in Privacy-Preserving Federated Learning with Heterogeneous Data
by: Lu, Yiwen
Published: (2026)
by: Lu, Yiwen
Published: (2026)
Cognitive Infrastructure: A Unified DCIM Framework for AI Data Centers
by: Sunkara, Krishna Chaitanya
Published: (2026)
by: Sunkara, Krishna Chaitanya
Published: (2026)
KIS-S: A GPU-Aware Kubernetes Inference Simulator with RL-Based Auto-Scaling
by: Zhang, Guilin, et al.
Published: (2025)
by: Zhang, Guilin, et al.
Published: (2025)
A Taxonomy and Resolution Strategy for Client-Level Disagreements in Federated Learning
by: Rosendal, Daan, et al.
Published: (2026)
by: Rosendal, Daan, et al.
Published: (2026)
Deadline-Aware Joint Task Scheduling and Offloading in Mobile Edge Computing Systems
by: Nguyen, Ngoc Hung, et al.
Published: (2025)
by: Nguyen, Ngoc Hung, et al.
Published: (2025)
Mobile Traffic Prediction at the Edge Through Distributed and Deep Transfer Learning
by: Petrella, Alfredo, et al.
Published: (2023)
by: Petrella, Alfredo, et al.
Published: (2023)
Reinforcement Learning Controlled Adaptive PSO for Task Offloading in IIoT Edge Computing
by: Perera, Minod, et al.
Published: (2025)
by: Perera, Minod, et al.
Published: (2025)
CarbonEdge: Leveraging Mesoscale Spatial Carbon-Intensity Variations for Low Carbon Edge Computing
by: Wu, Li, et al.
Published: (2025)
by: Wu, Li, et al.
Published: (2025)
Network Structures as an Attack Surface: Topology-Based Privacy Leakage in Federated Learning
by: Rangwala, Murtaza, et al.
Published: (2025)
by: Rangwala, Murtaza, et al.
Published: (2025)
ADF-LoRA: Alternating Low-Rank Aggregation for Decentralized Federated Fine-Tuning
by: Wang, Xiaoyu, et al.
Published: (2025)
by: Wang, Xiaoyu, et al.
Published: (2025)
SepsisAI Orchestrator: A Containerized and Scalable Platform for Deploying AI Models and Real-Time Monitoring in Early Sepsis Detection
by: Ospitia, Santiago, et al.
Published: (2026)
by: Ospitia, Santiago, et al.
Published: (2026)
A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning
by: Korkmaz, Abdulkadir, et al.
Published: (2025)
by: Korkmaz, Abdulkadir, et al.
Published: (2025)
Static Batching of Irregular Workloads on GPUs: Framework and Application to Efficient MoE Model Inference
by: Li, Yinghan, et al.
Published: (2025)
by: Li, Yinghan, et al.
Published: (2025)
INAR-VL: Input-Aware Routing for Edge-Cloud Vision-Language Inference
by: Šabanović, Ahmed, et al.
Published: (2026)
by: Šabanović, Ahmed, et al.
Published: (2026)
Intelligent Cloud Orchestration: A Hybrid Predictive and Heuristic Framework for Cost Optimization
by: Nagoriya, Heet, et al.
Published: (2026)
by: Nagoriya, Heet, et al.
Published: (2026)
3D Point Cloud Object Detection on Edge Devices for Split Computing
by: Noguchi, Taisuke, et al.
Published: (2025)
by: Noguchi, Taisuke, et al.
Published: (2025)
SPARK: Igniting Communication-Efficient Decentralized Learning via Stage-wise Projected NTK and Accelerated Regularization
by: Xia, Li
Published: (2025)
by: Xia, Li
Published: (2025)
SLED: A Speculative LLM Decoding Framework for Efficient Edge Serving
by: Li, Xiangchen, et al.
Published: (2025)
by: Li, Xiangchen, et al.
Published: (2025)
Knowledge Graphs-Driven Intelligence for Distributed Decision Systems
by: Napoli, Rosario, et al.
Published: (2026)
by: Napoli, Rosario, et al.
Published: (2026)
A Full Stack Framework for High Performance Quantum-Classical Computing
by: Zhan, Xin, et al.
Published: (2025)
by: Zhan, Xin, et al.
Published: (2025)
SLO-Guard: Crash-Aware, Budget-Consistent Autotuning for SLO-Constrained LLM Serving
by: Lysenstøen, Christian
Published: (2026)
by: Lysenstøen, Christian
Published: (2026)
Kant: An Efficient Unified Scheduling System for Large-Scale AI Clusters
by: Zeng, Lingling, et al.
Published: (2025)
by: Zeng, Lingling, et al.
Published: (2025)
Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis
by: Lan, Guangchen, et al.
Published: (2024)
by: Lan, Guangchen, et al.
Published: (2024)
ReMoE: Boosting Expert Reuse through Router Fine-Tuning in Memory-Constrained MoE LLM Inference
by: Zhu, Xiongwei, et al.
Published: (2026)
by: Zhu, Xiongwei, et al.
Published: (2026)
FLEdge: Benchmarking Federated Machine Learning Applications in Edge Computing Systems
by: Woisetschläger, Herbert, et al.
Published: (2023)
by: Woisetschläger, Herbert, et al.
Published: (2023)
How Machine Learning-Data Driven Replication Strategies Enhance Fault Tolerance in Large-Scale Distributed Systems
by: Murimi, Almond Kiruthu
Published: (2025)
by: Murimi, Almond Kiruthu
Published: (2025)
Federated Learning over Blockchain-Enabled Cloud Infrastructure
by: Garg, Saloni, et al.
Published: (2026)
by: Garg, Saloni, et al.
Published: (2026)
XFED: Non-Collusive Model Poisoning Attack Against Byzantine-Robust Federated Classifiers
by: Mouri, Israt Jahan, et al.
Published: (2026)
by: Mouri, Israt Jahan, et al.
Published: (2026)
Similar Items
-
AMP4EC: Adaptive Model Partitioning Framework for Efficient Deep Learning Inference in Edge Computing Environments
by: Zhang, Guilin, et al.
Published: (2025) -
Readout-Side Bypass for Residual Hybrid Quantum-Classical Models
by: Zhang, Guilin, et al.
Published: (2025) -
Serverless GPU Architecture for Enterprise HR Analytics: A Production-Scale BDaaS Implementation
by: Zhang, Guilin, et al.
Published: (2025) -
Adaptive GPU Resource Allocation for Multi-Agent Collaborative Reasoning in Serverless Environments
by: Zhang, Guilin, et al.
Published: (2025) -
Parameter-Efficient and Personalized Federated Training of Generative Models at the Edge
by: Khan, Kabir, et al.
Published: (2025)