Niklas Pfister
9 papers · 2019–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (6) π§ Keyword Pioneer π Conference Polyglot (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (12)
π
Cross-Pollinator
(5)
π₯
Mega-Team
(26)
Conferences
ICML (3)
JMLR (3)
AISTATS (1)
ICLR (1)
UAI (1)
Top co-authors
Keywords
causal inference
(3)
instrumental variable
(2)
domain generalization
(2)
probabilistic modeling
(1)
independent component analysis
(1)
policy generalization
(1)
invariant learning
(1)
linear model
(1)
unobserved confounding
(1)
causal function
(1)
distribution generalization
(1)
higher moment
(1)
zero-shot prediction
(1)
effect invariance
(1)
invariant subspace decomposition
(1)
time-varying regression
(1)
joint matrix diagonalization
(1)
confounding-robust estimation
(1)
stationary noise
(1)
sparse causal effect
(1)
Papers
Sparse Causal Effect Estimation using Two-Sample Summary Statistics in the Presence of Unmeasured Confounding
AISTATS 2025
Fast Estimation of Partial Dependence Functions using Trees
ICML 2025
Gandalf the Red: Adaptive Security for LLMs
ICML 2025
Invariant Subspace Decomposition
JMLR 2025
Identifying Representations for Intervention Extrapolation
ICLR 2024
Effect-Invariant Mechanisms for Policy Generalization
JMLR 2024
Identifiability of sparse causal effects using instrumental variables
UAI 2022
Exploiting Independent Instruments: Identification and Distribution Generalization
ICML 2022
Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise
JMLR 2019