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Ielanskyi, Mykyta
9 publications
ICLR
2026
Addressing Pitfalls in the Evaluation of Uncertainty Estimation Methods for Natural Language Generation
Mykyta Ielanskyi
,
Kajetan Schweighofer
,
Lukas Aichberger
,
Sepp Hochreiter
ICLR
2026
MolecularIQ: Characterizing Chemical Reasoning Capabilities Through Symbolic Verification on Molecular Graphs
Christoph Bartmann
,
Johannes Schimunek
,
Mykyta Ielanskyi
,
Philipp Seidl
,
Günter Klambauer
,
Sohvi Luukkonen
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
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