75 citations · 75 across the 2 of their papers we have counts for
3 papers
Intent Assurance using LLMs guided by Intent Drift
Kristina Dzeparoska, Ali Tizghadam, Alberto Leon-Garcia
Intent-Based Networking (IBN) presents a paradigm shift for network management, by promising to align intents and business objectives with network operations--in an automated manne…
LLM-based policy generation for intent-based management of applications
Kristina Dzeparoska, Jieyu Lin, Ali Tizghadam +1
Automated management requires decomposing high-level user requests, such as intents, to an abstraction that the system can understand and execute. This is challenging because even…
On the Robustness of Cooperative Multi-Agent Reinforcement Learning
Jieyu Lin, Kristina Dzeparoska, Sai Qian Zhang +2
In cooperative multi-agent reinforcement learning (c-MARL), agents learn to cooperatively take actions as a team to maximize a total team reward. We analyze the robustness of c-MAR…