Jayaraman Thiagarajan
4 papers · 2020–2022 · 1 venue · across top CS/AI venues
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Achievements
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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Hot Topic Early Bird
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Keywords
neural tangent kernel
(1)
epistemic uncertainty
(1)
self-supervised learning
(1)
data augmentation
(1)
image synthesis
(1)
graph representation
(1)
model interpretability
(1)
machine learning
(1)
distribution shift
(1)
spectral analysis
(1)
outlier rejection
(1)
uncertainty estimation
(1)
generalization gap
(1)
counterfactual explanation
(1)
statistical mechanics
(1)
graph contrastive learning
(1)
graph neural network
(1)
manifold consistency
(1)
poisson disk sampling
(1)
sample design
(1)
Papers
Analyzing Data-Centric Properties for Graph Contrastive Learning
NeurIPS 2022
Single Model Uncertainty Estimation via Stochastic Data Centering
NeurIPS 2022
Designing Counterfactual Generators using Deep Model Inversion
NeurIPS 2021
A Statistical Mechanics Framework for Task-Agnostic Sample Design in Machine Learning
NeurIPS 2020