2 papers
cs.CR2026
Hybrid Topological Data Analysis and LSTM Networks for Enhanced Network Intrusion Detection Using CIC-IDS2017 Dataset
Amar Jeet, Bhaskar Ranjan Karn, Dinesh Kumar
Network intrusion detection systems (NIDS) are crucial in cybersecurity infrastructure, needing advanced techniques to detect hostile activity in network traffic. This research int…
cs.LG2026
Holomorphic Neural ODEs with Kolmogorov-Arnold Networks for Interpretable Discovery of Complex Dynamics
Bhaskar Ranjan Karn, Dinesh Kumar
Complex dynamical systems governed by holomorphic maps such as exhibit fractal boundaries with extreme sensitivity to initial conditions. Accurately modelling these struc…