Scholar
Mengxin Zheng
Google Scholar ID: CwLrXMAAAAAJ
University of Central Florida
Machine Learning Security
Data Privacy
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Citations & Impact
All-time
Citations
517
H-index
10
i10-index
11
Publications
20
Co-authors
0
Contact
Email
mengxin.zheng@ucf.edu
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Publications
21 items
MPC-Patch-Bench: Security-Aware LLM Code Patch for Multi-Party Computation
2026
Cited
0
INFRAMIND: Infrastructure-Aware Multi-Agent Orchestration
2026
Cited
0
AGENTSERVESIM: A Hardware-aware Simulator for Multi-Turn LLM Agent Serving
2026
Cited
0
SIF: Semantically In-Distribution Fingerprints for Large Vision-Language Models
2026
Cited
0
SecureRouter: Encrypted Routing for Efficient Secure Inference
2026
Cited
0
Conjunctive Prompt Attacks in Multi-Agent LLM Systems
2026
Cited
0
RobPI: Robust Private Inference against Malicious Client
2026
Cited
0
RPP: A Certified Poisoned-Sample Detection Framework for Backdoor Attacks under Dataset Imbalance
2026
Cited
0
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Resume (English only)
Academic Achievements
Multiple papers accepted at top-tier conferences including NeurIPS (2023, 2024, 2025), CVPR (2023), ECCV (2024), ACL Findings (2024), NAACL (2024), EMNLP (2024, 2025), ICLR (2025), DAC (2023), etc.
NSF-funded project in 2025: 'CICI: UCSS: Secure Machine Learning as a Service for Collaborative Scientific Research'
DoD Pathfinder-funded project in 2025: 'BurpGPT LLM Security Scanner'
Selected as DAC Young Fellow 2023
Area Chair for ICLR 2026; Program Committee member for CCS 2026
Reviewer for top conferences including NeurIPS, ICLR, ICML, CCS, etc.
Received NSF travel support to attend the 2024 NSF SaTC Workshop
Co-organized DAC Early Career Workshop 2024
Co-authors
0 total
Co-authors: 0 (list not available)
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