Pinyarash Pinyoanuntapong

According to our database, Pinyarash Pinyoanuntapong authored at least 8 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Edge vs Cloud: How Do We Balance Cost, Latency, and Quality for Large Language Models Over 5G Networks?

Minsu Kim, Pinyarash Pinyoanuntapong, Bong-Ho Kim, Walid Saad, Doru Calin

Proceedings of the 2025 IEEE Wireless Communications and Networking Conference (WCNC), 2025

2022

Toward Scalable and Robust AIoT via Decentralized Federated Learning.

Pinyarash Pinyoanuntapong, Wesley Houston Huff, Minwoo Lee, Chen Chen, Pu Wang

IEEE Internet Things Mag., 2022

EdgeML: Towards network-accelerated federated learning over wireless edge.

Pinyarash Pinyoanuntapong, Prabhu Janakaraj, Ravikumar Balakrishnan, Minwoo Lee, Chen Chen, Pu Wang

Comput. Networks, 2022

2021

Sim-to-Real Transfer in Multi-agent Reinforcement Networking for Federated Edge Computing.

Pinyarash Pinyoanuntapong, Tagore Pothuneedi, Ravikumar Balakrishnan, Minwoo Lee, Chen Chen, Pu Wang

Proceedings of the 6th IEEE/ACM Symposium on Edge Computing, 2021

2020

FedAir: Towards Multi-hop Federated Learning Over-the-Air.

Pinyarash Pinyoanuntapong, Prabhu Janakaraj, Pu Wang, Minwoo Lee, Chen Chen

Proceedings of the 21st IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2020

Towards In-Band Telemetry for Self Driving Wireless Networks.

Prabhu Janakaraj, Pinyarash Pinyoanuntapong, Pu Wang, Minwoo Lee

Proceedings of the 39th IEEE Conference on Computer Communications, 2020

2019

Delay-Optimal Traffic Engineering through Multi-agent Reinforcement Learning.

Pinyarash Pinyoanuntapong, Minwoo Lee, Pu Wang

Proceedings of the IEEE INFOCOM 2019, 2019

Distributed Multi-Hop Traffic Engineering via Stochastic Policy Gradient Reinforcement Learning.

Pinyarash Pinyoanuntapong, Minwoo Lee, Pu Wang

Proceedings of the 2019 IEEE Global Communications Conference, 2019