SAIL research outputs. 

For the PI's complete publication history, visit amithkamathbelman.com/publications

2026

• K. Meng, A.K. Belman, "IllumiCue: A Selective Physical Consistency Cue for Face-Swap Video Forensics," IEEE WIFS, 2026.

• E. Jamdar, A.K. Belman, "Pop Goes the Verifier: Phoneme-Targeted Data Poisoning of Voice Liveness Detection," IEEE/IAPR IJCB, 2026. https://arxiv.org/abs/2611.01095

• F.S. Chen, A.K. Belman, V.V. Phoha, P. Mohanty, "An AI-Based Gait Authentication Framework Leveraging Swing Phase Dynamics," ACM Digital Threats: Research and Practice, 2026. https://doi.org/10.1145/3830020

• O. Podey, P. Heller, W. Lee, A.K. Belman, "Multi-Judge Consensus Scoring for IRT-Based Adaptive LLM Evaluation," IEEE CogMI, 2026.

• M. Hamaty, A.K. Belman, "Cheap to Verify, Expensive to Fix: Deterministic Structural Verification as a Routing Signal for Matched-Cost VLM Table Extraction," IEEE CogMI, 2026.

• K. Jin, A.K. Belman, "Prompt-Language Leakage from LLM-Generated Data via Membership Inference on Downstream LSTMs," IEEE SVCC, 2026. https://doi.org/10.1109/SVCC69905.2026.11642381

• J. Xiong, A.K. Belman, "Parallel Stream Transformer Based Architecture for Multimodal User Verification," IEEE AIIoT, 2026. https://doi.org/10.1109/AIIoT68874.2026.11569556

• J. Han, A.K. Belman, G. Ishigaki, "Adapting Transformer Foundation Models for Multi-Class DDoS Attack Classification via Parameter-Efficient Fine-Tuning," Artificial Intelligence for Cyber Defense in Emerging Threats, Springer, 2026.

• A.K. Belman, F.S. Chen, V.V. Phoha, P. Mohanty, "Beyond Normality: Rethinking Behavioral Biometric Data," Artificial Intelligence Driven Forensics, Springer Nature, 2026. https://doi.org/10.1007/978-3-031-98036-7_16

2025

• E. Jamdar, A.K. Belman, "SyntheticPop: Attacking Speaker Verification Systems With Synthetic VoicePops," IEEE SVCC, 2025. https://doi.org/10.1109/SVCC65277.2025.11133635

• A. Erwin-Martinetti, A.K. Belman, "Inter-Device User Keystroke Analysis," IEEE SVCC, 2025. https://doi.org/10.1109/SVCC65277.2025.11133617

• A. Erwin-Martinetti, A.K. Belman, "RTOS Security Risks in Telecommunications Hardware," IEEE SVCC, 2025. https://doi.org/10.1109/SVCC65277.2025.11133644

• J. Xiong, A.K. Belman, "Multi-Modal Adversarial Activity Detection Using Keyboard and Mouse Dynamics," IEEE AIIoT, 2025. https://doi.org/10.1109/AIIoT65859.2025.11105233

Vulnerability Disclosures

• [CVE-2025-32105]: Sangoma IMG2020 HTTP Server Buffer Overflow

• [CVE-2025-32106]: Audiocodes Mediapack MP-11x Remote Code Execution