Nikolaj Thams
4 papers · 2021–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (3) 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (14) 🧭 Keyword Pioneer
🐣
Hot Topic Early Bird
🐝
Cross-Pollinator
(13)
Conferences
ICML (2)
JMLR (1)
NIPS (1)
Top co-authors
Keywords
causal inference
(2)
causal discovery
(1)
model robustness
(1)
time series
(1)
importance sampling
(1)
distribution shift
(1)
worst-case optimization
(1)
dataset shift
(1)
parametric model
(1)
structural causal model
(1)
causal intervention
(1)
linear model
(1)
confounding adjustment
(1)
instrumental variable
(1)
proxy variable
(1)
invariant prediction
(1)
causal invariance
(1)
ancestry search
(1)
minimal invariance
(1)
response variable
(1)
Papers
Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past
JMLR 2024
Evaluating Robustness to Dataset Shift via Parametric Robustness Sets
NIPS 2022
Invariant Ancestry Search
ICML 2022
Regularizing towards Causal Invariance: Linear Models with Proxies
ICML 2021