Georg Pichler

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 26

Top Topics

Kullback Leibler Divergence

Hypothesis Test

Random Variables

Information Leakage

Top Venues

IEEE Trans. Inf. Theory

Publications

Eduardo Dadalto Câmara Gomes, Marco Romanelli, Georg Pichler, Pablo Piantanida
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection. ICLR (2024)
Georg Pichler, Marco Romanelli, Divya Prakash Manivannan, Prashanth Krishnamurthy, Farshad Khorrami, Siddharth Garg
On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem. AISTATS (2024)
Andrés Altieri, Marco Romanelli, Georg Pichler, Florence Alberge, Pablo Piantanida
Beyond the Norms: Detecting Prediction Errors in Regression Models. CoRR (2024)
Georg Pichler, Marco Romanelli, Divya Prakash Manivannan, Prashanth Krishnamurthy, Farshad Khorrami, Siddharth Garg
On the (In)feasibility of ML Backdoor Detection as an Hypothesis Testing Problem. CoRR (2024)
Eduardo Dadalto, Marco Romanelli, Georg Pichler, Pablo Piantanida
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection. CoRR (2023)
Ganesh Del Grosso, Georg Pichler, Catuscia Palamidessi, Pablo Piantanida
Bounding information leakage in machine learning. Neurocomputing 534 (2023)
Ganesh Del Grosso, Hamid Jalalzai, Georg Pichler, Catuscia Palamidessi, Pablo Piantanida
Leveraging Adversarial Examples to Quantify Membership Information Leakage. CoRR (2022)
Georg Pichler, Marco Romanelli, Leonardo Rey Vega, Pablo Piantanida
Perfectly Accurate Membership Inference by a Dishonest Central Server in Federated Learning. CoRR (2022)
Georg Pichler, Pierre Jean A. Colombo, Malik Boudiaf, Günther Koliander, Pablo Piantanida
A Differential Entropy Estimator for Training Neural Networks. ICML (2022)
Georg Pichler, Pierre Colombo, Malik Boudiaf, Günther Koliander, Pablo Piantanida
KNIFE: Kernelized-Neural Differential Entropy Estimation. CoRR (2022)
Ganesh Del Grosso, Hamid Jalalzai, Georg Pichler, Catuscia Palamidessi, Pablo Piantanida
Leveraging Adversarial Examples to Quantify Membership Information Leakage. CVPR (2022)
Günther Koliander, Georg Pichler
Modelling the Utility of Group Testing for Public Health Surveillance. CoRR (2021)
Ganesh Del Grosso, Georg Pichler, Catuscia Palamidessi, Pablo Piantanida
Bounding Information Leakage in Machine Learning. CoRR (2021)
Ganesh Del Grosso, Georg Pichler, Pablo Piantanida
Privacy-Preserving Synthetic Smart Meters Data. ISGT (2021)
Georg Pichler, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida
On Direct Distribution Matching for Adapting Segmentation Networks. MIDL (2020)
Georg Pichler, Pablo Piantanida, Günther Koliander
On the Estimation of Information Measures of Continuous Distributions. CoRR (2020)
Ganesh Del Grosso, Georg Pichler, Pablo Piantanida
Privacy-Preserving Synthetic Smart Meters Data. CoRR (2020)
Georg Pichler, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida
On Direct Distribution Matching for Adapting Segmentation Networks. CoRR (2019)
Georg Pichler, Günther Koliander
Information Bottleneck on General Alphabets. CoRR (2018)
Georg Pichler, Günther Koliander
Information Bottleneck on General Alphabets. ISIT (2018)
Georg Pichler, Pablo Piantanida, Gerald Matz
A multiple description CEO problem with log-loss distortion. ISIT (2017)
Georg Pichler, Gerald Matz, Pablo Piantanida
A Tight Upper Bound on the Mutual Information of Two Boolean Functions. ITW (2016)
Georg Pichler, Pablo Piantanida, Gerald Matz
Distributed information-theoretic biclustering. ISIT (2016)
Günther Koliander, Georg Pichler, Erwin Riegler, Franz Hlawatsch
Entropy and Source Coding for Integer-Dimensional Singular Random Variables. IEEE Trans. Inf. Theory 62 (11) (2016)
Georg Pichler, Pablo Piantanida, Gerald Matz
Distributed Information-Theoretic Biclustering. CoRR (2016)
Georg Pichler, Pablo Piantanida, Gerald Matz
Two Dictator Functions Maximize Mutual Information. CoRR (2016)
Georg Pichler, Pablo Piantanida, Gerald Matz
Distributed information-theoretic biclustering of two memoryless sources. Allerton (2015)
Günther Koliander, Georg Pichler, Erwin Riegler, Franz Hlawatsch
Entropy and Source Coding for Integer-Dimensional Singular Random Variables. CoRR (2015)
Georg Pichler, Günther Koliander, Erwin Riegler, Franz Hlawatsch
Entropy for singular distributions. ISIT (2014)