Qinnan Zhang
3 papers · 2025–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Machine Learning
(3)
Artificial Intelligence
(2)
Core AI
(2)
Natural Language Processing
(1)
Security & Privacy
(1)
Application Areas
(1)
Core Methods
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types
(1)
Privacy
(1)
Resources & Methods
(1)
Keywords
federated learning
(2)
data poisoning
(1)
privacy preservation
(1)
model safety
(1)
communication efficiency
(1)
kv cache compression
(1)
local differential privacy
(1)
backdoor detection
(1)
split learning
(1)
large language model
(1)
parameter offloading
(1)
prototype perturbation
(1)
intra-class distance
(1)
tf-idf clustering
(1)
personalized fine-tuning
(1)
model compression
(1)
clipping regularization
(1)
Papers
FedSEA-LLaMA: A Secure, Efficient and Adaptive Federated Splitting Framework for Large Language Models
AAAI 2026
Taming Noise-Induced Prototype Degradation for Privacy-Preserving Personalized Federated Fine-Tuning
CVPR 2026
Detecting Stealthy Backdoor Samples based on Intra-class Distance for Large Language Models
EMNLP 2025