Research
Peer-Reviewed ML Research Publications
Published research at ICLR 2026 workshops, MathAI 2026 (oral), and IEEE on multimodal AI reasoning, LLM recommendation systems, and biometric geometry.
2026
Riemannian Geometry of Multimodal Biometric Embedding Spaces
Conference of Mathematics of AI (MathAI 2026): Oral
Read Paper →2026
Are VLM Identity Judgments Logically Consistent? Evaluating Symmetry, CoT, and Transitivity in Person Re-ID
ICLR 2026 Workshop on Logical Reasoning of LLMs
Read Paper →2026
Do LLM Recommenders Obey Preference Axioms? Testing Logical Rationality in LLM-Based Recommendation
ICLR 2026 Workshop on Logical Reasoning of LLMs
Read Paper →2012
A Novel Architecture for Secure Communications in Mobile Systems
Int'l Conf. Internet Technology & Secured Transactions
Read Paper →Soon
Additional manuscripts under peer review
Service
Conference Reviewer & Program Committee
Program Committee member and peer reviewer at ICLR, CVPR and ACM ICMR, and technical manuscript reviewer for Manning Publications.
ICLR 2026 Workshop
LLM Reasoning
ACM ICMR 2026
Program Committee: Int'l Conference on Multimedia Retrieval
CVPR 2026 Workshop
Foundation & Generative Models in Biometrics
Manning Publications
Technical manuscript review: identity & access management