Georg Pichler
6 papers · 2020–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Cross-Pollinator (8) π Renaissance Researcher (6)
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Taxonomy Completionist
(13)
π£
Hot Topic Early Bird
Conferences
ICML (2)
AISTATS (1)
CVPR (1)
ICLR (1)
MIDL (1)
Top co-authors
Research topics
Keywords
domain adaptation
(2)
semantic segmentation
(1)
adversarial learning
(1)
neural network training
(1)
information bottleneck
(1)
distribution matching
(1)
hypothesis testing
(1)
mutual information
(1)
differential entropy
(1)
magnetic resonance imaging
(1)
disentangled representation
(1)
adversarial perturbation
(1)
out-of-distribution detection
(1)
adversarial example
(1)
privacy leakage
(1)
membership inference
(1)
backdoor detection
(1)
pac learnability
(1)
adversary-aware detection
(1)
information-theoretic regularizer
(1)
Papers
On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem
AISTATS 2024
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection
ICLR 2024
Beyond the Norms: Detecting Prediction Errors in Regression Models
ICML 2024
Leveraging Adversarial Examples To Quantify Membership Information Leakage
CVPR 2022
A Differential Entropy Estimator for Training Neural Networks
ICML 2022
On Direct Distribution Matching for Adapting Segmentation Networks
MIDL 2020