Research and products at the intersection of science and industry.

Explore

About
Team
Projects
Publications
News

Contact

info@imak.ai

Publications

✕ Reset filter

Publications by: Ilya Makarov

2026

MINDGAMES: A Live Arena for Evaluating Social and Strategic Reasoning in Multi-Agent LLMs

Kevin Wang, Anna Thoni, Benjamin Kempinski, Bobby Cheng, Jianzhu Yao, Benjamin Finch,

arXiv preprint arXiv:2605.29512•May 2026

LLM Agents Multi-Agent Systems Benchmark Game Theory arXiv

Download PDF

2026

MindGames Arena Generalization Track: In2AI Solution with Delayed Per-Step Reward Attribution

Aliaksei Korshuk, Alexander Buyantuev, Ilya Makarov

arXiv preprint arXiv:2606.00017•April 2026

LLM Agents RL Multi-Agent Systems Game Theory arXiv

Download PDF

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 Agents Uncertainty Estimation Trustworthy AI arXiv

Download PDF

2026

Benchmarking IoT Time-Series Anomaly Detection with Event-Level Augmentations

Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko, Fedor Meshchaninov, Anton Kozhukhov, Vladislav Travnikov,

arXiv preprint arXiv:2602.15457•February 2026

Anomaly Detection Time Series Analysis IoT Benchmark arXiv

Download PDF

2026

From Images to Decisions: Assistive Computer Vision for Non-Metallic Content Estimation in Scrap Metal

Daniil Storonkin, Ilia Dziub, Maksim Golyadkin, Ilya Makarov

arXiv preprint arXiv:2602.07062•February 2026

CV Image Segmentation Metallurgy Industrial AI arXiv

Download PDF

2026

Hierarchical AI-Meteorologist: LLM-Agent System for Multi-Scale and Explainable Weather Forecast Reporting

Daniil Sukhorukov, Andrei Zakharov, Nikita Glazkov, Katsiaryna Yanchanka, Vladimir Kirilin, Maxim Dubovitsky,

arXiv preprint arXiv:2511.23387•November 2025

LLM Agents weather Explainable AI Multi-Agent Systems arXiv

Download PDF

2025

A Modular LLM-Agent System for Transparent Multi-Parameter Weather Interpretation

Daniil Sukhorukov, Andrei Zakharov, Nikita Glazkov, Katsiaryna Yanchanka, Vladimir Kirilin, Maxim Dubovitsky,

arXiv preprint arXiv:2512.11819•November 2025

LLM Agents weather Explainable AI Multi-Agent Systems arXiv

Download PDF