2 citations · 2 across the 7 of their papers we have counts for
7 papers · 1 filter
Generative AI for Encrypted Traffic Analysis: Synthetic Dataset Generation and Classifier Evaluation
Harshil Patel, Himanshu Garg, Aswani Kumar Cherukuri
Network traffic analysis faces significant challenges with encrypted communications, primarily due to limited visibility into packet contents and the inherent imbalance in availabl…
Quantum-Resilient Banking Transaction Security using DW-HKEM: A Hybrid RSA/ML-KEM Cryptographic Gateway with Real-Time Monitoring
Siddhaarth S Prabhu, Aswani Kumar Cherukuri
The increasing number of online banking and financial services on public-facing networks has caused security of cryptographic protocols to become a serious, systemic problem. RSA-2…
Comparative Evaluation of VAE, GAN, and SMOTE for Tor Detection in Encrypted Network Traffic
Saravanan A, Aswani Kumar Cherukuri
Encrypted network traffic poses significant challenges for intrusion detection due to the lack of payload visibility, limited labeled datasets, and high class imbalance between ben…
Confidential Computing for Cloud Security: Exploring Hardware based Encryption Using Trusted Execution Environments
Dhruv Deepak Agarwal, Aswani Kumar Cherukuri
The growth of cloud computing has revolutionized data processing and storage capacities to another levels of scalability and flexibility. But in the process, it has created a huge…
Interpretable Anomaly Detection in Encrypted Traffic Using SHAP with Machine Learning Models
Kalindi Singh, Aayush Kashyap, Aswani Kumar Cherukuri
The widespread adoption of encrypted communication protocols such as HTTPS and TLS has enhanced data privacy but also rendered traditional anomaly detection techniques less effecti…
Analysis of Light-Weight Cryptography Algorithms for UAV-Networks
Aanchal Patel, Aswani Kumar Cherukuri
Unmanned Aerial Vehicles are increasingly utilized across various domains, necessitating robust security measures for their communication networks. The ASCON family, a NIST finalis…