Search Results for author: Swarup Kumar Mohalik

Found 5 papers, 2 papers with code

A Survey on the Integration of Generative AI for Critical Thinking in Mobile Networks

no code implementations10 Apr 2024 Athanasios Karapantelakis, Alexandros Nikou, Ajay Kattepur, Jean Martins, Leonid Mokrushin, Swarup Kumar Mohalik, Marin Orlic, Aneta Vulgarakis Feljan

Specifically, the aim of this study is to offer an introduction to the potential utilization of GenAI for critical thinking techniques in mobile networks, while also establishing a foundation for future research.

Decision Making

Fast Falsification of Neural Networks using Property Directed Testing

1 code implementation26 Apr 2021 Moumita Das, Rajarshi Ray, Swarup Kumar Mohalik, Ansuman Banerjee

Moreover, in terms of performance, our falsification procedure identifies most of the unsafe instances faster, in comparison to the state-of-the-art verification tools for feed-forward neural networks such as NNENUM and Neurify and in many instances, by orders of magnitude.

HAMMER: Multi-Level Coordination of Reinforcement Learning Agents via Learned Messaging

1 code implementation18 Jan 2021 Nikunj Gupta, G Srinivasaraghavan, Swarup Kumar Mohalik, Nishant Kumar, Matthew E. Taylor

This paper considers the case where there is a single, powerful, \emph{central agent} that can observe the entire observation space, and there are multiple, low-powered \emph{local agents} that can only receive local observations and are not able to communicate with each other.

Multi-agent Reinforcement Learning reinforcement-learning +2

Antifragility for Intelligent Autonomous Systems

no code implementations26 Feb 2018 Anusha Mujumdar, Swarup Kumar Mohalik, Ramamurthy Badrinath

Antifragile systems grow measurably better in the presence of hazards.

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