Petar Stojanov
8 papers · 2019–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🏃 Academic Marathon · Sprint 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Bronze
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Topic Evolution
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The Questioner
Venues
Top co-authors
Research topics
Machine Learning
(8)
Artificial Intelligence
(6)
Application Areas
(6)
Core AI
(5)
Core Methods
(5)
Deep Learning
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Interdisciplinary
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Science
(1)
Keywords
domain adaptation
(5)
causal inference
(3)
representation learning
(3)
transfer learning
(2)
causal mechanism
(2)
unsupervised learning
(2)
distribution shift
(2)
latent variable model
(2)
density ratio estimation
(1)
conditional independence
(1)
multi-source domain adaptation
(1)
graphical model
(1)
latent variable
(1)
causal representation learning
(1)
identifiability guarantee
(1)
domain shift
(1)
biomedical data
(1)
invariant representation
(1)
density ratio
(1)
importance reweighting
(1)
Papers
Causal Representation Learning from Multimodal Biomedical Observations
ICLR 2025
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal View
ICLR 2024
Towards Understanding Extrapolation: a Causal Lens
NeurIPS 2024
Partial disentanglement for domain adaptation
ICML 2022
Domain Adaptation with Invariant Representation Learning: What Transformations to Learn?
NeurIPS 2021
Domain Adaptation as a Problem of Inference on Graphical Models
NeurIPS 2020
Data-Driven Approach to Multiple-Source Domain Adaptation
AISTATS 2019
Low-Dimensional Density Ratio Estimation for Covariate Shift Correction
AISTATS 2019