All Publications

Chung-en (Johnny) Yu, Brian Jalaian, Nathaniel D Bastian (2025). Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models. arXiv preprint arXiv:2504.14395.

Chung-en (Johnny) Yu, Hsuan-Chih (Neil) Chen, Brian Jalaian, Nathaniel D Bastian (2025). ORCA: Agentic Reasoning For Hallucination and Adversarial Robustness in Vision-Language Models. arXiv preprint arXiv:2509.15435.

Chung-en (Johnny) Yu, Brian Jalaian, Nathaniel D Bastian (2025). Agentic Reasoning for Robust Vision Systems via Increased Test-Time Compute. arXiv preprint arXiv:2509.16343.

Fudong Lin, Jiadong Lou, Hao Wang, Brian Jalaian, Xu Yuan (2025). Towards Interpretable Adversarial Examples via Sparse Adversarial Attack. arXiv preprint arXiv:2506.17250.

Jacob Sander, Achraf Cohen, Venkat R. Dasari, Brent Venable, Brian Jalaian (2025). On Accelerating Edge AI: Optimizing Resource-Constrained Environments.

Huynh TT Tran, Jacob Sander, Achraf Cohen, Brian Jalaian, Nathaniel D Bastian (2025). Neurosymbolic Artificial Intelligence for Robust Network Intrusion Detection: From Scratch to Transfer Learning. arXiv preprint arXiv:2506.04454.

Alice Bizzarri, Chung-en (Johnny) Yu, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D Bastian (2025). Neurosymbolic AI for network intrusion detection systems: A survey. J. Inf. Secur. Appl..

Jacob Sander, David Moe, Achraf Cohen, Brent Venable, Venkat Dasari, Brian Jalaian (2025). Constrained Edge AI Deployment: Fine-Tuning vs Distillation for LLM Compression. arXiv preprint arXiv:2505.18166.

Alice Bizzarri, Chung-en Yu, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D Bastian (2024). Neuro-Symbolic Integration for Open Set Recognition in Network Intrusion Detection. International Conference of the Italian Association for Artificial Intelligence.

Jacob Sander, Chung-en Johnny Yu, Brian Jalaian, Nathaniel D. Bastian (2024). Uncertainty-Quantified Neurosymbolic AI for Open Set Recognition in Network Intrusion Detection. MILCOM 2024 - 2024 IEEE Military Communications Conference (MILCOM).

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