Zheyan Shen
10 papers · 2020–2023 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze πΊοΈ Taxonomy Completionist (24) π£ Hot Topic Early Bird π€ Dynamic Duo (10) π Century Club Β· Bronze
π
Trend Setter
Venues
Top co-authors
Research topics
Keywords
domain generalization
(5)
out-of-distribution generalization
(4)
distribution shift
(3)
stable learning
(3)
causal inference
(3)
covariate-shift generalization
(2)
latent heterogeneity
(2)
invariant learning
(2)
sample reweighting
(2)
distributional shift
(2)
deep learning
(1)
empirical risk minimization
(1)
covariate shift
(1)
linear prediction
(1)
importance weighting
(1)
generalization bound
(1)
uncertainty set
(1)
counterfactual prediction
(1)
spurious correlation
(1)
sparsity constraint
(1)
Papers
NICO++: Towards Better Benchmarking for Domain Generalization
CVPR 2023
Stable Learning via Sparse Variable Independence
AAAI 2023
A Theoretical Analysis on Independence-driven Importance Weighting for Covariate-shift Generalization
ICML 2022
Towards Unsupervised Domain Generalization
CVPR 2022
Deep Stable Learning for Out-of-Distribution Generalization
CVPR 2021
Heterogeneous Risk Minimization
ICML 2021
Integrated Latent Heterogeneity and Invariance Learning in Kernel Space
NeurIPS 2021
Stable Adversarial Learning under Distributional Shifts
AAAI 2021
Counterfactual Prediction for Bundle Treatment
NeurIPS 2020
Stable Learning via Sample Reweighting
AAAI 2020