Mengxin Zheng
13 papers · 2023–2026 · 7 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (33) π§ Keyword Pioneer
π€
Dynamic Duo
(13)
π
Renaissance Researcher
(5)
ποΈ
Keyword Collector
(68)
π
Century Club Β· Bronze
β‘
Prolific Year Β· Productive
Top co-authors
Research topics
Artificial Intelligence
(9)
Core AI
(9)
Machine Learning
(8)
Deep Learning
(6)
Application Areas
(5)
Learning Types Β· Machine Learning
(5)
Learning Types Β· Deep Learning
(3)
Natural Language Processing
(2)
Resources & Methods
(2)
Techniques
(2)
Computer Vision
(1)
Healthcare & Medicine
(1)
Security & Privacy
(1)
Analysis
(1)
Applications
(1)
Keywords
trojan attack
(4)
prompt injection
(2)
adversarial attack
(2)
adversarial learning
(2)
backdoor attack
(2)
model security
(1)
knowledge distillation
(1)
neural network training
(1)
self-supervised learning
(1)
text classification
(1)
certified robustness
(1)
factual accuracy
(1)
medical text
(1)
data poisoning
(1)
black-box attack
(1)
neural network security
(1)
text watermarking
(1)
language model
(1)
vision-language model
(1)
vision transformer
(1)
Papers
Conjunctive Prompt Attacks in Multi-Agent LLM Systems
ACL 2026
SIF: Semantically In-Distribution Fingerprints for Large Vision-Language Models
CVPR 2026
CipherPrune: Efficient and Scalable Private Transformer Inference
ICLR 2025
Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations
EMNLP 2025
Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts
EMNLP 2025
BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers
EMNLP 2024
CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models
ACL 2024
HEPrune: Fast Private Training of Deep Neural Networks With Encrypted Data Pruning
NeurIPS 2024
Jailbreaking LLMs with Arabic Transliteration and Arabizi
EMNLP 2024
SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning
ECCV 2024
TrojFSP: Trojan Insertion in Few-shot Prompt Tuning
NAACL 2024
TrojLLM: A Black-box Trojan Prompt Attack on Large Language Models
NeurIPS 2023
TrojViT: Trojan Insertion in Vision Transformers
CVPR 2023