Jayaraman Thiagarajan
4 papers · 2020–2022 · 1 conference · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
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Taxonomy Completionist
(11)
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Keyword Pioneer
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Hot Topic Early Bird
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Cross-Pollinator
(15)
Conferences
NIPS (4)
Top co-authors
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
Single Model Uncertainty Estimation via Stochastic Data Centering
NIPS 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning
NIPS 2022
Designing Counterfactual Generators using Deep Model Inversion
NIPS 2021
A Statistical Mechanics Framework for Task-Agnostic Sample Design in Machine Learning
NIPS 2020