Discovering Malicious Signatures in Software from Structural Interactions

no code implementations • 19 Dec 2023 • Chenzhong Yin, Hantang Zhang, Mingxi Cheng, Xiongye Xiao, Xinghe Chen, Xin Ren, Paul Bogdan

Malware represents a significant security concern in today's digital landscape, as it can destroy or disable operating systems, steal sensitive user information, and occupy valuable disk space.

Malware Detection

Leader-Follower Neural Networks with Local Error Signals Inspired by Complex Collectives

no code implementations • 11 Oct 2023 • Chenzhong Yin, Mingxi Cheng, Xiongye Xiao, Xinghe Chen, Shahin Nazarian, Andrei Irimia, Paul Bogdan

Motivated by the intricacy of these collectives, we propose a neural network (NN) architecture inspired by the rules observed in nature's collective ensembles.

Code Soliloquies for Accurate Calculations in Large Language Models

1 code implementation • 21 Sep 2023 • Shashank Sonkar, MyCo Le, Xinghe Chen, Naiming Liu, Debshila Basu Mallick, Richard G. Baraniuk

Our approach notably enhances the quality of synthetic conversation datasets, especially for subjects that are calculation-intensive.

Language Modelling Large Language Model +1