Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Niangen, Zhu, Jiawen, Chen, Baojun, Wang, Dong, Sun, Jiang, Sun, Weiqiang, Hu, Weisheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Beyond Traffic Matrix: DELTA -- A DAG-Aware OCS Logical Topology Optimization for AIDCs
by: Ye, Niangen, et al.
Published: (2026)
by: Ye, Niangen, et al.
Published: (2026)
Generative AI in Data Center Networking: Fundamentals, Perspectives, and Case Study
by: Liu, Yinqiu, et al.
Published: (2024)
by: Liu, Yinqiu, et al.
Published: (2024)
Solar Synergy: Innovative Strategies for Data Centers Energy Efficiency and Sustainability
by: Mohammed, Alnawar J., et al.
Published: (2025)
by: Mohammed, Alnawar J., et al.
Published: (2025)
Optimizing Collaborative UAV Networks for Data Efficiency in IoT Ecosystems
by: Sharma, Priyavrat Dev, et al.
Published: (2025)
by: Sharma, Priyavrat Dev, et al.
Published: (2025)
Unlocking Diversity of Fast-Switched Optical Data Center Networks with Unified Routing
by: Li, Jialong, et al.
Published: (2024)
by: Li, Jialong, et al.
Published: (2024)
MILP-driven Network Planning Framework for Energy Efficiency and Coverage Maximization in IoT Mesh Networks
by: Sohail, Ishmal, et al.
Published: (2025)
by: Sohail, Ishmal, et al.
Published: (2025)
FNCC: Fast Notification Congestion Control in Data Center Networks
by: Xu, Jing, et al.
Published: (2024)
by: Xu, Jing, et al.
Published: (2024)
Toward Communication-Efficient Space Data Centers: Bottlenecks, Architectures, and New Paradigms
by: Sun, Minghao, et al.
Published: (2026)
by: Sun, Minghao, et al.
Published: (2026)
Toward Scalable Generative AI via Mixture of Experts in Mobile Edge Networks
by: Wang, Jiacheng, et al.
Published: (2024)
by: Wang, Jiacheng, et al.
Published: (2024)
OpenOptics: An Open Research Framework for Optical Data Center Networks
by: Lei, Yiming, et al.
Published: (2024)
by: Lei, Yiming, et al.
Published: (2024)
Generative AI for Advanced UAV Networking
by: Sun, Geng, et al.
Published: (2024)
by: Sun, Geng, et al.
Published: (2024)
Digital Twin Enabled Data-Driven Approach for Traffic Efficiency and Software-Defined Vehicular Network Optimization
by: Shahriar, Mohammad Sajid, et al.
Published: (2024)
by: Shahriar, Mohammad Sajid, et al.
Published: (2024)
Energy-Efficiency Architectural Enhancements for Sensing-Enabled Mobile Networks
by: Conceicao, Filipe, et al.
Published: (2024)
by: Conceicao, Filipe, et al.
Published: (2024)
Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts
by: Zhang, Ruichen, et al.
Published: (2024)
by: Zhang, Ruichen, et al.
Published: (2024)
Quantifying Potential Energy Efficiency Gain in Green Cellular Wireless Networks
by: Davaslioglu, Kemal, et al.
Published: (2015)
by: Davaslioglu, Kemal, et al.
Published: (2015)
Online Learning-based Adaptive Beam Switching for 6G Networks: Enhancing Efficiency and Resilience
by: Natanzi, Seyed Bagher Hashemi, et al.
Published: (2025)
by: Natanzi, Seyed Bagher Hashemi, et al.
Published: (2025)
A Real-time Data Collection Approach for 6G AI-native Networks
by: Shiwen, He, et al.
Published: (2025)
by: Shiwen, He, et al.
Published: (2025)
Charting 5G Energy Efficiency: Flexible Energy Modeling for Sustainable Networks
by: de Araujo, Anderson L, et al.
Published: (2025)
by: de Araujo, Anderson L, et al.
Published: (2025)
FLARE: Flying Learning Agents for Resource Efficiency in Next-Gen UAV Networks
by: Cai, Xuli, et al.
Published: (2025)
by: Cai, Xuli, et al.
Published: (2025)
Prediction-Guided Control in Data Center Networks
by: Zhao, Kevin, et al.
Published: (2026)
by: Zhao, Kevin, et al.
Published: (2026)
Optimizing Network Topology Efficiency: A Resource-Centric Analysis of Non-Blocking Architectures
by: Wei, Jia Xu, et al.
Published: (2026)
by: Wei, Jia Xu, et al.
Published: (2026)
Impact of Sociality Regimes on Quality of Service and Energy Efficiency in Cell-Free MIMO Networks
by: Nouali, Ala Eddine, et al.
Published: (2025)
by: Nouali, Ala Eddine, et al.
Published: (2025)
Defending Against Network Attacks for Secure AI Agent Migration in Vehicular Metaverses
by: Wen, Xinru, et al.
Published: (2024)
by: Wen, Xinru, et al.
Published: (2024)
Towards Achieving Energy Efficiency and Service Availability in O-RAN via Formal Verification
by: Metere, Roberto, et al.
Published: (2024)
by: Metere, Roberto, et al.
Published: (2024)
Generative AI for Deep Reinforcement Learning: Framework, Analysis, and Use Cases
by: Sun, Geng, et al.
Published: (2024)
by: Sun, Geng, et al.
Published: (2024)
RoCE BALBOA: Service-enhanced Data Center RDMA for SmartNICs
by: Heer, Maximilian Jakob, et al.
Published: (2025)
by: Heer, Maximilian Jakob, et al.
Published: (2025)
Do Data Center Network Metrics Predict Application-Facing Performance?
by: Chang, Brian, et al.
Published: (2024)
by: Chang, Brian, et al.
Published: (2024)
RIFO: Pushing the Efficiency of Programmable Packet Schedulers
by: Mostafaei, Habib, et al.
Published: (2023)
by: Mostafaei, Habib, et al.
Published: (2023)
Empowering Wireless Networks with Artificial Intelligence Generated Graph
by: Wang, Jiacheng, et al.
Published: (2024)
by: Wang, Jiacheng, et al.
Published: (2024)
A Fast Solver-Free Algorithm for Traffic Engineering in Large-Scale Data Center Network
by: Mao, Yingming, et al.
Published: (2025)
by: Mao, Yingming, et al.
Published: (2025)
INSIGHT: A Survey of In-Network Systems for Intelligent, High-Efficiency AI and Topology Optimization
by: Algazinov, Aleksandr, et al.
Published: (2025)
by: Algazinov, Aleksandr, et al.
Published: (2025)
Joint Optimization of Controller Placement and Switch Assignment in SDN-based LEO Satellite Networks
by: Jiang, Zhiyun, et al.
Published: (2025)
by: Jiang, Zhiyun, et al.
Published: (2025)
Value-based Proactive Caching for Sensing Data in Vehicular Networks: An Operator's Perspective
by: Wang, Yantong, et al.
Published: (2024)
by: Wang, Yantong, et al.
Published: (2024)
RIS-assisted Data Collection and Wireless Power Transfer in Low-altitude Wireless Networks
by: Xie, Wenwen, et al.
Published: (2025)
by: Xie, Wenwen, et al.
Published: (2025)
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case Study
by: Wen, Jinbo, et al.
Published: (2024)
by: Wen, Jinbo, et al.
Published: (2024)
Multi-objective Low-altitude IRS-assisted ISAC Optimization via Generative AI-enhanced Deep Reinforcement Learning
by: Xie, Wenwen, et al.
Published: (2025)
by: Xie, Wenwen, et al.
Published: (2025)
Sustainability in Telecom: Energy-Efficient Networks and Circular Economy Models to Reduce Carbon Footprints and Increase Efficiency
by: Hegde, Praveen, et al.
Published: (2026)
by: Hegde, Praveen, et al.
Published: (2026)
Improving Energy Efficiency in Federated Learning Through the Optimization of Communication Resources Scheduling of Wireless IoT Networks
by: de Oliveira, Renan R., et al.
Published: (2024)
by: de Oliveira, Renan R., et al.
Published: (2024)
A Deep Reinforcement Learning Framework for Optimizing Congestion Control in Data Centers
by: Ketabi, Shiva, et al.
Published: (2023)
by: Ketabi, Shiva, et al.
Published: (2023)
Toward Democratized Generative AI in Next-Generation Mobile Edge Networks
by: Zhang, Ruichen, et al.
Published: (2024)
by: Zhang, Ruichen, et al.
Published: (2024)
Similar Items
-
Beyond Traffic Matrix: DELTA -- A DAG-Aware OCS Logical Topology Optimization for AIDCs
by: Ye, Niangen, et al.
Published: (2026) -
Generative AI in Data Center Networking: Fundamentals, Perspectives, and Case Study
by: Liu, Yinqiu, et al.
Published: (2024) -
Solar Synergy: Innovative Strategies for Data Centers Energy Efficiency and Sustainability
by: Mohammed, Alnawar J., et al.
Published: (2025) -
Optimizing Collaborative UAV Networks for Data Efficiency in IoT Ecosystems
by: Sharma, Priyavrat Dev, et al.
Published: (2025) -
Unlocking Diversity of Fast-Switched Optical Data Center Networks with Unified Routing
by: Li, Jialong, et al.
Published: (2024)