From the 1 of 6 linked papers with an AI index.
6 papers
System-Aware Adaptive CSI Feedback via RL-Guided Autoencoder Switching in Multi-User MIMO System
Maryam Ansarifard, Mohit K. Sharma, George Exarchakos +1
The paper introduces a reinforcement‑learning controller that selects among multiple pretrained autoencoders with different compression ratios to adaptively compress CSI feedback i…
Transformer Actor-Critic for Efficient Freshness-Aware Resource Allocation
Maryam Ansarifard, Mohit K. Sharma, Kishor C. Joshi +1
Emerging applications such as autonomous driving and industrial automation demand ultra-reliable and low-latency communication (URLLC), where maintaining fresh and timely informati…
Morpheus: Lightweight RTT Prediction for Performance-Aware Load Balancing
Panagiotis Giannakopoulos, Bart van Knippenberg, Kishor Chandra Joshi +2
Distributed applications increasingly demand low end-to-end latency, especially in edge and cloud environments where co-located workloads contend for limited resources. Traditional…
Accurate Performance Predictors for Edge Computing Applications
Panagiotis Giannakopoulos, Bart van Knippenberg, Kishor Chandra Joshi +2
Accurate prediction of application performance is critical for enabling effective scheduling and resource management in resource-constrained dynamic edge environments. However, ach…
Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics
Babak Azkaei, Kishor Chandra Joshi, George Exarchakos
The ever-increasing reliance of critical services on network infrastructure coupled with the increased operational complexity of beyond-5G/6G networks necessitate the need for proa…
VOTA: Parallelizing 6G-RAN Experimentation with Virtualized Over-The-Air Workloads
Chang Liu, T. D. Khoa Le, Rahul Saini +2
Testbed sharing, a practice in which different researchers concurrently develop independent use cases on top of the same testbed, is ubiquitous in wireless experimental research. I…