Yuzhou Chen
19 papers · 2021–2025 · 5 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 (43) π€ Dynamic Duo (10)
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Grand Slam
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Dynamic Duo
(10)
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Keyword Champion
(11)
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Renaissance Researcher
(8)
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Trend Setter
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Prolific Year Β· Productive
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Unstoppable Β· Bronze
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Keyword Collector
(88)
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Century Club Β· Bronze
Top co-authors
Research topics
Machine Learning
(19)
Deep Learning
(15)
Architectures
(14)
Core Methods
(12)
Learning Types Β· Machine Learning
(7)
Mathematics & Optimization
(5)
Artificial Intelligence
(4)
Application Areas
(4)
Core AI
(4)
Learning Types Β· Deep Learning
(4)
Mathematics
(4)
Data Science & Analytics
(3)
Methods
(3)
Optimization & Theory
(3)
Techniques
(3)
Keywords
graph neural network
(11)
topological data analysis
(11)
persistent homology
(8)
graph classification
(4)
time series forecasting
(3)
simplicial neural network
(3)
graph convolutional network
(2)
knowledge representation
(2)
higher-order interaction
(2)
link prediction
(2)
witness complex
(2)
topological deep learning
(2)
convolutional neural network
(2)
zigzag persistence
(2)
geometric deep learning
(1)
adversarial robustness
(1)
graph generation
(1)
adversarial learning
(1)
unsupervised learning
(1)
graph representation learning
(1)
Papers
Conditional Prediction ROC Bands for Graph Classification
AISTATS 2025
TMetaNet: Topological Meta-Learning Framework for Dynamic Link Prediction
ICML 2025
Topological Zigzag Spaghetti for Diffusion-based Generation and Prediction on Graphs
ICLR 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning
AAAI 2025
SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks
AAAI 2024
Tensor-view Topological Graph Neural Network
AISTATS 2024
Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence
AAAI 2024
TopoGCL: Topological Graph Contrastive Learning
AAAI 2024
Graph of Graphs: A New Knowledge Representation Mechanism for Graph Learning (Student Abstract)
AAAI 2023
Topological Pooling on Graphs
AAAI 2023
BScNets: Block Simplicial Complex Neural Networks
AAAI 2022
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting
ICLR 2022
TCN: Pioneering Topological-Based Convolutional Networks for Planetary Terrain Learning
AAAI 2022
Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting
NeurIPS 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery
NeurIPS 2022
Deepening the Sense of Touch in Planetary Exploration with Geometric and Topological Deep Learning
AAAI 2021
Topological Machine Learning Methods for Power System Responses to Contingencies
AAAI 2021
Topological Relational Learning on Graphs
NeurIPS 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting
ICML 2021