William Hamilton
4 papers · 2014–2019 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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Hot Topic Early Bird
Top co-authors
Research topics
Machine Learning
(4)
Core Methods
(3)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Applications · Reinforcement Learning
(1)
Applications · Data Science & Analytics
(1)
Architectures
(1)
Core AI
(1)
Mathematics
(1)
Optimization
(1)
Optimization & Theory
(1)
Keywords
dimensionality reduction
(1)
compressed sensing
(1)
expectation maximization
(1)
graph generation
(1)
graph structure
(1)
deep learning
(1)
graph embedding
(1)
model-based reinforcement learning
(1)
maximum mean discrepancy
(1)
knowledge graph
(1)
probabilistic model
(1)
latent variable model
(1)
autoregressive model
(1)
spectral method
(1)
node embedding
(1)
fairness constraint
(1)
predictive state representation
(1)
adversarial framework
(1)
method of moment
(1)
partially observable system
(1)
Papers
Compositional Fairness Constraints for Graph Embeddings
ICML 2019
GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models
ICML 2018
Efficient Learning and Planning with Compressed Predictive States
JMLR 2014
Methods of Moments for Learning Stochastic Languages: Unified Presentation and Empirical Comparison
ICML 2014