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Schweighofer, Kajetan
13 publications
ICLRW
2025
Addressing Pitfalls in the Evaluation of Uncertainty Estimation Methods for Natural Language Generation
Mykyta Ielanskyi
,
Kajetan Schweighofer
,
Lukas Aichberger
,
Sepp Hochreiter
ICLR
2025
Improving Uncertainty Estimation Through Semantically Diverse Language Generation
Lukas Aichberger
,
Kajetan Schweighofer
,
Mykyta Ielanskyi
,
Sepp Hochreiter
UAI
2025
On Information-Theoretic Measures of Predictive Uncertainty
Kajetan Schweighofer
,
Lukas Aichberger
,
Mykyta Ielanskyi
,
Sepp Hochreiter
ICLRW
2025
Rethinking Uncertainty Estimation in Natural Language Generation
Lukas Aichberger
,
Kajetan Schweighofer
,
Sepp Hochreiter
ICML
2025
The Disparate Benefits of Deep Ensembles
Kajetan Schweighofer
,
Adrian Arnaiz-Rodriguez
,
Sepp Hochreiter
,
Nuria M Oliver
ICLRW
2024
How Many Opinions Does Your LLM Have? Improving Uncertainty Estimation in NLG
Lukas Aichberger
,
Kajetan Schweighofer
,
Mykyta Ielanskyi
,
Sepp Hochreiter
NeurIPSW
2023
Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty
Kajetan Schweighofer
,
Lukas Aichberger
,
Mykyta Ielanskyi
,
Sepp Hochreiter
NeurIPSW
2023
Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty
Kajetan Schweighofer
,
Lukas Aichberger
,
Mykyta Ielanskyi
,
Sepp Hochreiter
NeurIPS
2023
Quantification of Uncertainty with Adversarial Models
Kajetan Schweighofer
,
Lukas Aichberger
,
Mykyta Ielanskyi
,
Günter Klambauer
,
Sepp Hochreiter
CoLLAs
2022
A Dataset Perspective on Offline Reinforcement Learning
Kajetan Schweighofer
,
Marius-constantin Dinu
,
Andreas Radler
,
Markus Hofmarcher
,
Vihang Prakash Patil
,
Angela Bitto-nemling
,
Hamid Eghbal-zadeh
,
Sepp Hochreiter
NeurIPSW
2022
InfODist: Online Distillation with Informative Rewards Improves Generalization in Curriculum Learning
Rahul Siripurapu
,
Vihang Prakash Patil
,
Kajetan Schweighofer
,
Marius-Constantin Dinu
,
Thomas Schmied
,
Luis Eduardo Ferro Diez
,
Markus Holzleitner
,
Hamid Eghbal-zadeh
,
Michael K. Kopp
,
Sepp Hochreiter
NeurIPSW
2022
InfODist: Online Distillation with Informative Rewards Improves Generalization in Curriculum Learning
Rahul Siripurapu
,
Vihang Prakash Patil
,
Kajetan Schweighofer
,
Marius-Constantin Dinu
,
Thomas Schmied
,
Luis Eduardo Ferro Diez
,
Markus Holzleitner
,
Hamid Eghbal-zadeh
,
Michael K Kopp
,
Sepp Hochreiter
NeurIPSW
2021
Understanding the Effects of Dataset Characteristics on Offline Reinforcement Learning
Kajetan Schweighofer
,
Markus Hofmarcher
,
Marius-Constantin Dinu
,
Philipp Renz
,
Angela Bitto-Nemling
,
Vihang Prakash Patil
,
Sepp Hochreiter