Ayush Rout’s scientific contributions

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Publications (1)


Fig. 3: We used the Snowball Sampling Method to build Set1.
Fig. 6: We incorporated the Louvain Algorithm to build echo chambers and identify liminal nodes between multiple chambers.
ChestyBot: Detecting and Disrupting Chinese Communist Party Influence Stratagems
  • Preprint
  • File available

May 2025

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4 Reads

Matthew Stoffolano

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Ayush Rout

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Justin M. Pelletier

Foreign information operations conducted by Russian and Chinese actors exploit the United States' permissive information environment. These campaigns threaten democratic institutions and the broader Westphalian model. Yet, existing detection and mitigation strategies often fail to identify active information campaigns in real time. This paper introduces ChestyBot, a pragmatics-based language model that detects unlabeled foreign malign influence tweets with up to 98.34% accuracy. The model supports a novel framework to disrupt foreign influence operations in their formative stages.

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