Cai Zhou
7 papers · 2023–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(19)
Top co-authors
Research topics
Machine Learning
(6)
Deep Learning
(5)
Architectures
(4)
Core Methods
(4)
Artificial Intelligence
(3)
Core AI
(3)
Optimization & Theory
(3)
Learning Types · Deep Learning
(2)
Models
(2)
Natural Language Processing
(1)
Application Areas
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Resources & Methods
(1)
Keywords
graph neural network
(3)
diffusion model
(2)
graph attention
(1)
random walk
(1)
weisfeiler-lehman test
(1)
spectral analysis
(1)
generative model
(1)
molecule generation
(1)
message passing neural network
(1)
graph transformer
(1)
graph isomorphism
(1)
node classification
(1)
latent space
(1)
multimodal large language model
(1)
positional encoding
(1)
expressive power
(1)
inference efficiency
(1)
hidden representation
(1)
message passing
(1)
conditional generation
(1)
Papers
ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area
AAAI 2025
Geometric Representation Condition Improves Equivariant Molecule Generation
ICML 2025
Thought calibration: Efficient and confident test-time scaling
EMNLP 2025
On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers
AISTATS 2024
Unifying Generation and Prediction on Graphs with Latent Graph Diffusion
NeurIPS 2024
Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes
NeurIPS 2023
From Relational Pooling to Subgraph GNNs: A Universal Framework for More Expressive Graph Neural Networks
ICML 2023