Shuyin Xia
8 papers · 2024–2026 · 3 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Conference Polyglot Β· Bronze πΊοΈ Taxonomy Completionist (17) π£ Hot Topic Early Bird π Keyword Champion (4)
β‘
Prolific Year Β· Productive
π
Renaissance Researcher
(8)
Top co-authors
Research topics
Machine Learning
(7)
Core Methods
(7)
Artificial Intelligence
(2)
Application Areas
(2)
Core AI
(2)
Computer Science
(1)
Computer Vision
(1)
Data Science & Analytics
(1)
Deep Learning
(1)
Healthcare & Medicine
(1)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Analysis
(1)
Applications
(1)
Keywords
granular-ball computing
(4)
graph coarsening
(2)
graph laplacian
(1)
anomaly detection
(1)
graph clustering
(1)
k-means clustering
(1)
quantum computing
(1)
hierarchical clustering
(1)
intent classification
(1)
causal structure learning
(1)
hierarchical representation
(1)
spectral analysis
(1)
scalable training
(1)
k-nearest neighbor
(1)
variational autoencoder
(1)
decision boundary
(1)
latent space
(1)
policy generalization
(1)
sparse autoencoder
(1)
density-based clustering
(1)
Papers
Finding Time Series Anomalies Using Granular-Ball Vector Data Description
AAAI 2026
Efficient Quantum Approximate kNN Algorithm via Granular-Ball Computing
IJCAI 2025
GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing
IJCAI 2025
Granular-Ball-Induced Multiple Kernel K-Means
IJCAI 2025
Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training
AAAI 2025
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary
AAAI 2025
Multi-Granularity Causal Structure Learning
AAAI 2024
Unlock the Cognitive Generalization of Deep Reinforcement Learning via Granular Ball Representation
ICML 2024