Search Results for author: Kristina Dzeparoska

Found 3 papers, 1 papers with code

Intent Assurance using LLMs guided by Intent Drift

no code implementations1 Feb 2024 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 manner.

Management

LLM-based policy generation for intent-based management of applications

no code implementations22 Jan 2024 Kristina Dzeparoska, Jieyu Lin, Ali Tizghadam, Alberto Leon-Garcia

And the task of identifying and adapting these steps (as conditions change) requires a decomposition approach that cannot be exactly pre-defined beforehand.

Management

On the Robustness of Cooperative Multi-Agent Reinforcement Learning

1 code implementation8 Mar 2020 Jieyu Lin, Kristina Dzeparoska, Sai Qian Zhang, Alberto Leon-Garcia, Nicolas Papernot

Our results on the StartCraft II multi-agent benchmark demonstrate that c-MARL teams are highly vulnerable to perturbations applied to one of their agent's observations.

Multi-agent Reinforcement Learning reinforcement-learning +1

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