An End-to-End Assurance Framework for AI/ML Workloads in Datacenters
Fuente:
arXiv
Saved in:
| Main Authors: | Gupta, Jit, Banka, Tarun, Gupta, Rahul, Dharmaraj, Mithun, Kaur, Jasleen |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RCA Copilot: Transforming Network Data into Actionable Insights via Large Language Models
by: Shan, Alexander, et al.
Published: (2025)
by: Shan, Alexander, et al.
Published: (2025)
Collective Communication Profiling of Modern-day Machine Learning Workloads
by: Gupta, Jit, et al.
Published: (2025)
by: Gupta, Jit, et al.
Published: (2025)
Photonic Rails in ML Datacenters
by: Ding, Eric, et al.
Published: (2025)
by: Ding, Eric, et al.
Published: (2025)
Photonic Rails in ML Datacenters with Opus
by: Ding, Eric, et al.
Published: (2026)
by: Ding, Eric, et al.
Published: (2026)
CATO: End-to-End Optimization of ML-Based Traffic Analysis Pipelines
by: Wan, Gerry, et al.
Published: (2024)
by: Wan, Gerry, et al.
Published: (2024)
Sim2Field: End-to-End Development of AI RANs for 6G
by: Ford, Russell, et al.
Published: (2025)
by: Ford, Russell, et al.
Published: (2025)
EDAF: An End-to-End Delay Analytics Framework for 5G-and-Beyond Networks
by: Mostafavi, Samie, et al.
Published: (2024)
by: Mostafavi, Samie, et al.
Published: (2024)
End-to-End Edge AI Service Provisioning Framework in 6G ORAN
by: Tang, Yun, et al.
Published: (2025)
by: Tang, Yun, et al.
Published: (2025)
Carbon-Aware End-to-End Data Movement
by: Goldverg, Jacob, et al.
Published: (2024)
by: Goldverg, Jacob, et al.
Published: (2024)
Credence: Augmenting Datacenter Switch Buffer Sharing with ML Predictions
by: Addanki, Vamsi, et al.
Published: (2024)
by: Addanki, Vamsi, et al.
Published: (2024)
LLM-Enabled Data Transmission in End-to-End Semantic Communication
by: Salehi, Shavbo, et al.
Published: (2025)
by: Salehi, Shavbo, et al.
Published: (2025)
End-to-End Delivery in LEO Mega-constellations and the Reordering Problem
by: Frederiksen, Rasmus Sibbern, et al.
Published: (2024)
by: Frederiksen, Rasmus Sibbern, et al.
Published: (2024)
Model-Based Diagnosis: Automating End-to-End Diagnosis of Network Failures
by: Wu, Changrong, et al.
Published: (2025)
by: Wu, Changrong, et al.
Published: (2025)
Exploring the Ecosystem of DNS HTTPS Resource Records: An End-to-End Perspective
by: Dong, Hongying, et al.
Published: (2024)
by: Dong, Hongying, et al.
Published: (2024)
Enabling Hexa-X 6G Vision: An End-to-End Architecture
by: Khorsandi, Bahare M., et al.
Published: (2024)
by: Khorsandi, Bahare M., et al.
Published: (2024)
End-to-End Latency Measurement Methodology for Connected and Autonomous Vehicle Teleoperation
by: Provost, François, et al.
Published: (2026)
by: Provost, François, et al.
Published: (2026)
5Guard: Isolation-aware End-to-End Slicing of 5G Networks
by: Bolourian, Mehdi, et al.
Published: (2025)
by: Bolourian, Mehdi, et al.
Published: (2025)
RNG: Flat Datacenter Networks at Scale
by: Bernardi, Giacomo, et al.
Published: (2026)
by: Bernardi, Giacomo, et al.
Published: (2026)
End-to-End Reliability in Wireless IEEE 802.1Qbv Time-Sensitive Networks
by: Egger, S., et al.
Published: (2025)
by: Egger, S., et al.
Published: (2025)
End-to-End V2X Latency Modeling and Analysis in 5G Networks
by: Coll-Perales, B., et al.
Published: (2022)
by: Coll-Perales, B., et al.
Published: (2022)
Modeling of Key Quality Indicators for End-to-End Network Management: Preparing for 5G
by: Herrera-Garcia, Ana, et al.
Published: (2024)
by: Herrera-Garcia, Ana, et al.
Published: (2024)
End-to-End Orchestration of NextG Media Services over the Distributed Compute Continuum
by: Mauro, Alessandro, et al.
Published: (2024)
by: Mauro, Alessandro, et al.
Published: (2024)
DAF: An Efficient End-to-End Dynamic Activation Framework for on-Device DNN Training
by: Liu, Renyuan, et al.
Published: (2025)
by: Liu, Renyuan, et al.
Published: (2025)
Policy-Aware Edge LLM-RAG Framework for Internet of Battlefield Things Mission Orchestration
by: Solanki, Om, et al.
Published: (2026)
by: Solanki, Om, et al.
Published: (2026)
Understanding the Throughput Bounds of Reconfigurable Datacenter Networks
by: Addanki, Vamsi, et al.
Published: (2024)
by: Addanki, Vamsi, et al.
Published: (2024)
D3: An Adaptive Reconfigurable Datacenter Network
by: Zerwas, Johannes, et al.
Published: (2024)
by: Zerwas, Johannes, et al.
Published: (2024)
NetIntent: Leveraging Large Language Models for End-to-End Intent-Based SDN Automation
by: Hossain, Md. Kamrul, et al.
Published: (2025)
by: Hossain, Md. Kamrul, et al.
Published: (2025)
End-to-End O-RAN Testbed for Edge-AI-Enabled 5G/6G Connected Industrial Robotics
by: Talosi, Sasa, et al.
Published: (2026)
by: Talosi, Sasa, et al.
Published: (2026)
End-to-End Performance of Video Streaming With MPEG-DASH Over Satellite 5G IAB Networks
by: Zahid, Muhammad Adeel, et al.
Published: (2026)
by: Zahid, Muhammad Adeel, et al.
Published: (2026)
ARA-O-RAN: End-to-End Programmable O-RAN Living Lab for Agriculture and Rural Communities
by: Zhang, Tianyi, et al.
Published: (2024)
by: Zhang, Tianyi, et al.
Published: (2024)
DDPG-E2E: A Novel Policy Gradient Approach for End-to-End Communication Systems
by: Zhang, Bolun, et al.
Published: (2024)
by: Zhang, Bolun, et al.
Published: (2024)
End-to-End Simulation of 5G NR Integrated Access and Backhaul Networks for Remote Maritime Connectivity
by: Traspadini, Alessandro, et al.
Published: (2026)
by: Traspadini, Alessandro, et al.
Published: (2026)
Confidence Driven Classification of Application Types in the Presence of Background Network Traffic
by: Choi, Eun Hun, et al.
Published: (2025)
by: Choi, Eun Hun, et al.
Published: (2025)
Enhancing QoE in HTTP/3 using EPS Framework
by: Gupta, Abhinav, et al.
Published: (2024)
by: Gupta, Abhinav, et al.
Published: (2024)
Towards End-to-End Application Slicing in Multi-access Edge Computing systems: Architecture Discussion and Proof-of-Concept
by: Bolettieri, Simone, et al.
Published: (2025)
by: Bolettieri, Simone, et al.
Published: (2025)
Security, Privacy and System-Level Resillience of 6G End-to-End System: Hexa-X-II Perspective
by: Porambage, Pawani, et al.
Published: (2026)
by: Porambage, Pawani, et al.
Published: (2026)
5G-CT: Automated Deployment and Over-the-Air Testing of End-to-End Open Radio Access Networks
by: Bonati, Leonardo, et al.
Published: (2023)
by: Bonati, Leonardo, et al.
Published: (2023)
A Fully Open-Source End-to-End Private 5G Network over Unlicensed Frequency Bands
by: Bouhafs, Faycal, et al.
Published: (2024)
by: Bouhafs, Faycal, et al.
Published: (2024)
Rural Handover Parameter Tuning to Achieve End to End Latency Requirements of Future Railway Mobile Communication Systems
by: Atik, Dogukan, et al.
Published: (2024)
by: Atik, Dogukan, et al.
Published: (2024)
Sustainability-Constrained Workload Orchestration for Sovereign AI Infrastructure: A Joint Compute-Network Optimization Framework
by: Cruzes, Sergio
Published: (2026)
by: Cruzes, Sergio
Published: (2026)
Similar Items
-
RCA Copilot: Transforming Network Data into Actionable Insights via Large Language Models
by: Shan, Alexander, et al.
Published: (2025) -
Collective Communication Profiling of Modern-day Machine Learning Workloads
by: Gupta, Jit, et al.
Published: (2025) -
Photonic Rails in ML Datacenters
by: Ding, Eric, et al.
Published: (2025) -
Photonic Rails in ML Datacenters with Opus
by: Ding, Eric, et al.
Published: (2026) -
CATO: End-to-End Optimization of ML-Based Traffic Analysis Pipelines
by: Wan, Gerry, et al.
Published: (2024)