Niklas Penzel
3 papers · 2025–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Keywords
causal inference
(1)
representation learning
(1)
concept-based explanation
(1)
causal discovery
(1)
explainable ai
(1)
image editing
(1)
deep learning
(1)
medical image classification
(1)
time series
(1)
distribution shift
(1)
deep neural network
(1)
local explanation
(1)
semantic property
(1)
efficient computation
(1)
local explainability
(1)
concept activation vector
(1)
interventional analysis
(1)
property gradient
(1)
real-world evaluation
(1)
causal ground truth
(1)
Papers
Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients
WACV 2026
CausalRivers - Scaling up benchmarking of causal discovery for real-world time-series
ICLR 2025
FastCAV: Efficient Computation of Concept Activation Vectors for Explaining Deep Neural Networks
ICML 2025