Qingni Shen
9 papers · 2024–2025 · 7 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (26) π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Renaissance Researcher (6)
β‘
Prolific Year Β· Productive
π
Conference Pioneer
Top co-authors
Research topics
Artificial Intelligence
(7)
Deep Learning
(6)
Machine Learning
(6)
Application Areas
(4)
Core AI
(4)
Learning Paradigms
(3)
Learning Types Β· Machine Learning
(3)
Healthcare & Medicine
(2)
Clinical
(2)
Learning Types Β· Deep Learning
(2)
Models
(2)
Computer Science
(1)
Computer Vision
(1)
Natural Language Processing
(1)
Security & Privacy
(1)
Keywords
federated learning
(3)
diffusion model
(2)
text-to-image diffusion
(2)
knowledge distillation
(2)
communication efficiency
(1)
image synthesis
(1)
anomaly detection
(1)
model aggregation
(1)
text-to-image synthesis
(1)
medical image analysis
(1)
hierarchical clustering
(1)
generative model
(1)
mixture of expert
(1)
personalized model
(1)
text-to-image model
(1)
privacy preservation
(1)
backdoor defense
(1)
non-iid data
(1)
client-server architecture
(1)
contrastive learning
(1)
Papers
dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis
CVPR 2025
Efficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation
ICCV 2025
FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis
AAAI 2025
LPDetective: Dusting the LLM Chats for Prompt Template Abusers
IJCAI 2025
MA-RAG: Automating Role Engineering for RESTful APIs with Multi-Head Attention and Retrieval-Augmented Generation
IJCAI 2025
Membership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy
NeurIPS 2024
MH-pFLGB: Model Heterogeneous personalized Federated Learning via Global Bypass for Medical Image Analysis
MICCAI 2024
MH-pFLID: Model Heterogeneous personalized Federated Learning via Injection and Distillation for Medical Data Analysis
ICML 2024
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation
MICCAI 2024