Siqi Huang
5 papers · 2024–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
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The Questioner
Top co-authors
Research topics
Deep Learning
(4)
Computer Vision
(2)
Machine Learning
(2)
Architectures
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Artificial Intelligence
(1)
Natural Language Processing
(1)
Core AI
(1)
Domain-Specific
(1)
Generation
(1)
Processing
(1)
Resources & Methods
(1)
Techniques
(1)
Keywords
graph contrastive learning
(2)
contrastive learning
(1)
image restoration
(1)
motion deblurring
(1)
self-supervised learning
(1)
graph representation learning
(1)
image synthesis
(1)
motion blur
(1)
text-to-image generation
(1)
model aggregation
(1)
information entropy
(1)
generative adversarial network
(1)
feature fusion
(1)
diffusion transformer
(1)
graph augmentation
(1)
pre-trained knowledge
(1)
collaborative reasoning
(1)
layout control
(1)
large language model
(1)
graph neural network
(1)
Papers
CoLM: Collaborative Large Models via a Client-Server Paradigm
AAAI 2026
Laytrol: Preserving Pretrained Knowledge in Layout Control for Multimodal Diffusion Transformers
AAAI 2026
Learn Beneficial Noise as Graph Augmentation
ICML 2025
Why Does Dropping Edges Usually Outperform Adding Edges in Graph Contrastive Learning?
AAAI 2025
A Dataset and Model for Realistic License Plate Deblurring
IJCAI 2024