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.

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.

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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Chung-en Johnny Yu, Brian Jalaian, Nathaniel D Bastian (2024). Mitigating Large Vision-Language Model Hallucination at Post-hoc via Multi-agent System. In AAAI-FS 2024.

Alice Bizzarri, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D. Bastian (2024). A Neuro-Symbolic Artificial Intelligence Network Intrusion Detection System. 2024 33rd International Conference on Computer Communications and Networks (ICCCN).

Alice Bizzarri, Chung-en Yu, Brian Jalaian, Fabrizio Riguzzi, Nathaniel D. Bastian (2024). A Synergistic Approach In Network Intrusion Detection By Neurosymbolic AI. arXiv.