12 citations · 13 across the 4 of their papers we have counts for
7 papers
X-RIC: An Agentic RAN-Intelligent Controller Benchmark for Enhancing Reinforcement Learning
Adhwaa Al-Chaab, Ayman Younis, Dario Pompili
The O-RAN ALLIANCE introduces architectural flexibility through disaggregation and AI-driven control. While the RAN Intelligent Controller (RIC) enables centralized optimization, c…
Effects of quadratic frequency chirping and carrier-envelope phase on Schwinger pair production in polarized electric fields
Abhinav Jangir
We investigate electron-positron pair production in spatially homogeneous, time-dependent polarized electric fields using the Dirac-Heisenberg-Wigner formalism, focusing on the eff…
CoMeT-Net: Consensus Memory Template Network for Real-time Traffic Anomaly Detection
Tingcong Jiang, Adhwaa Alchaab, Ayman Younis +1
Real-time anomaly detection in Open Radio Access Networks (O-RAN) demands high accuracy, low false alarms, and computational efficiency for resource-constrained edge deployment. Tr…
Demo: Secure Edge Server for Network Slicing and Resource Allocation in Open RAN
Adhwaa Alchaab, Ayman Younis, Dario Pompili
Next-Generation Radio Access Networks (NGRAN) aim to support diverse vertical applications with strict security, latency, and Service-Level Agreement (SLA) requirements. These dema…
Retrieval-Augmented Hierarchical in-Context Reinforcement Learning and Hindsight Modular Reflections for Task Planning with LLMs
Chuanneng Sun, Songjun Huang, Dario Pompili
Large Language Models (LLMs) have demonstrated remarkable abilities in various language tasks, making them promising candidates for decision-making in robotics. Inspired by Hierarc…
LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions
Chuanneng Sun, Songjun Huang, Dario Pompili
In recent years, Large Language Models (LLMs) have shown great abilities in various tasks, including question answering, arithmetic problem solving, and poem writing, among others.…
Cascade Reinforcement Learning with State Space Factorization for O-RAN-based Traffic Steering
Chuanneng Sun, Gueyoung Jung, Tuyen Xuan Tran +1
The Open Radio Access Network (O-RAN) architecture empowers intelligent and automated optimization of the RAN through applications deployed on the RAN Intelligent Controller (RIC)…