Dingling Yao
5 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Gold
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Taxonomy Completionist
(11)
👑
Triple Crown
Venues
Top co-authors
Research topics
Artificial Intelligence
(4)
Machine Learning
(4)
Core AI
(4)
Learning Types
(3)
Core Methods
(2)
Deep Learning
(1)
Interdisciplinary
(1)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Architectures
(1)
Learning Paradigms
(1)
Optimization
(1)
Optimization & Theory
(1)
Reasoning
(1)
Keywords
causal representation learning
(2)
dynamical system
(2)
contrastive learning
(1)
temporal sequence
(1)
computational complexity
(1)
multi-view learning
(1)
latent variable
(1)
treatment effect estimation
(1)
identifiable model
(1)
out-of-distribution classification
(1)
differential equation
(1)
scientific machine learning
(1)
gaussian latent variable
(1)
invariance principle
(1)
causal variable
(1)
mechanistic neural network
(1)
identifiability results
(1)
linear mixing functions
(1)
partially observable causal representation
(1)
piecewise linear mixing
(1)
Papers
Scalable Mechanistic Neural Networks
ICLR 2025
Unifying Causal Representation Learning with the Invariance Principle
ICLR 2025
A Sparsity Principle for Partially Observable Causal Representation Learning
ICML 2024
Marrying Causal Representation Learning with Dynamical Systems for Science
NeurIPS 2024
Multi-View Causal Representation Learning with Partial Observability
ICLR 2024