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Publications by: Ilya Makarov

2026

ReDAct: Uncertainty-Aware Deferral for LLM Agents

Dzianis Piatrashyn, Nikita Kotelevskii, Kirill Grishchenkov, Nikita Glazkov, Ivan Nasonov, Ilya Makarov,

arXiv preprint arXiv:2604.07036•April 2026
LLM AgentsUncertainty EstimationTrustworthy AIarXiv
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2026

Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense

Kirill Lukianov, Mikhail Drobyshevskiy, Georgii Sazonov, Mikhail Soloviov, Ilya Makarov

Proceedings of the AAAI Conference on Artificial Intelligence•March 2026
GNNExplainable AITrustworthy AIAAAI
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2026

Adversarial Training and Contrastive Loss: Addressing Biases in Non-Topical Classification and Text Regression Tasks

Mikhail Lepekhin, Serge Sharoff, Ilya Makarov

IEEE Access•March 2026
NLPText ClassificationContrastive LearningTrustworthy AIIEEE Access
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