| 2026 | AAAI | Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense. | Kirill Lukianov, Mikhail Drobyshevskiy, Georgii V. Sazonov, Mikhail Soloviov, Ilya Makarov |
| 2026 | AAAI | RESPOND: Realistic Environment Simulation of Population and Natural Disasters with LLM-Driven Agents. | Roman Sultimov, Mikhail Mozikov, Dmitrii Abramov, Mariia Kovalchuk, Maksim Malykh, Ilya Makarov, Andrei Osiptsov, Aleksandr Volkov, Yury Maximov |
| 2026 | AAAI | RESPOND: Realistic Environment Simulation of Population and Natural Disasters with LLM-Driven Agents (Student Abstract). | Roman Sultimov, Mikhail Mozikov, Dmitrii Abramov, Mariia Kovalchuk, Maksim Malykh, Aleksandr Volkov, Ilya Makarov, Andrei Osiptsov, Yury Maximov |
| 2026 | CHI | Human-in-the-Loop Egyptology: A System for Ancient Egyptian Text Study. | Innokentiy Humonen, Maksim Golyadkin, Valeria Rubanova, Ekaterina Alexandrova, Alexandre A. Loktionov, Ilya Makarov |
| 2026 | ECIR | Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation. | Nikita Severin, Danil Kartushov, Vladislav Urzhumov, Vladislav Kulikov, Oksana Konovalova, Alexey Grishanov, Anton Klenitskiy, Artem Fatkulin, Alexey Vasilev, Andrey V. Savchenko, Ilya Makarov |
| 2026 | WWW | Beyond Isolated Clients: Integrating Graph-Based Embeddings into Event Sequence Models. | Harry Proshian, Nikita Severin, Sergey I. Nikolenko, Ivan Kireev, Andrey V. Savchenko, Ivan Sergeev, Maria Postnova, Ilya Makarov |
| 2026 | SIGIR | SOMIN: Agentic AI for Automating Professional Visibility and Countering Content Homogenization. | Aleksandr Farseev, Kirill Lepikhin, Kevin Manuel, Maksim Gorodilov, Zhao Kui, Ilya Makarov, Jaime Francisco Maldonado, Ian Cassidy, Ronan Byrne |
| 2026 | SENSYS | Demo Abstract: Hierarchical Hexagonal Spatial Data Representation in Sparse Sensor Networks: A Case Study in Regional Forest Fire Prediction. | Anton Yu. Dolganov, Alexander Kaliberda, Aleksandr Kovalenko, Ilya Makarov, Egor Sekerin, Ilya Sekerin, Mikhail Ronkin |
| 2026 | SENSYS | Poster Abstract: System-Level Compensation of Ultra-Low-Resolution Infrared Sensing at the Edge. | Alexandra Khalyasmaa, Stanislav A. Eroshenko, Pavel V. Matrenin, Aleksandr Kovalenko, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: AI-Driven Calibration for FMCW-Interferometry Clamp-on Ultrasonic Sensors. | Ivan Korelin, Ilya Bolkisev, Aleksandr Kovalenko, Ilya Makarov, Alexey Kalmykov, Mikhail Ronkin |
| 2026 | SENSYS | Poster Abstract: Parallel Graph Neural Network Ensemble with Learnable Adjacency Matrices for Efficient Human Activity Recognition. | Aleksandr Kovalenko, Miron Makhlin, Dmitry Zhevnenko, Artem V. Nikonorov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: MemSARAD: Hybrid Spatial-Memory Modeling for Industrial Sensing Systems. | Alina Kozhevnikova, Andrei Zakharov, Ilya Makarov |
| 2026 | SENSYS | Demo Abstract: An Interactive Framework for Interpretable Fault Diagnosis with Graph Neural Networks. | Alexander Kozhevnikov, Maria Shtark, Petr Ivanov, Aleksandr Kovalenko, Dmitry Zhevnenko, Viacheslav Vasilev, Artem V. Nikonorov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: Kriging-Guided Fusion with Budget-Adaptive Learned Compression for Spatial Field Reconstruction in WSNs. | Vladislav Kulikov, Boris Tolstokulakov, Aleksei Stepin, Mikhail Mozikov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: Physiology-Aware Foundation Models for Robust and Interpretable EEG Sensing. | Zarina Maksudova, Denis Shestakov, Ilia Semenkov, Anastasia Bernovek, Ilya Makarov, Alex Ossadtchi |
| 2026 | SENSYS | Poster Abstract: Hydro-Meteorological Edge Network for Inflow Monitoring Forecasting. | Pavel V. Matrenin, Stanislav A. Eroshenko, Alexandra Khalyasmaa, Aleksandr Kovalenko, Viacheslav Vasilev, Ilya Makarov |
| 2026 | SENSYS | Demo Abstract: A Snapshot Hyperspectral Camera Add-On for Real-Time Face Anti-Spoofing. | Artem Muzyka, Andrey Makarov, Alexey Pronin, Daniil Vladimirov, Andrei Korepanov, Sofya Podtikhova, Ilya Makarov, Egor I. Ershov, Andrey Rastorguev, Roman V. Skidanov, Artem V. Nikonorov |
| 2026 | SENSYS | Poster Abstract: Drop-In Diffractive Hyperspectral Module for Face Anti-Spoofing. | Alexey Pronin, Daniil Vladimirov, Andrei Korepanov, Artem Muzyka, Andrey Makarov, Sofya Podtikhova, Ilya Makarov, Egor I. Ershov, Andrey Rastorguev, Roman V. Skidanov, Artem V. Nikonorov |
| 2026 | SENSYS | Poster Abstract: An On-Device Real-Time Computer Vision System for Rock Fragmentation Estimation in Open-Pit Mining. | Artem Sorokin, Kirill Reshetnikov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Ronkin |
| 2026 | SENSYS | Demo Abstract: Prompt2Edge - An Autonomous Machine Learning System for Edge Devices. | Aleksei Stepin, Vladislav Kulikov, Boris Tolstokulakov, Mikhail Mozikov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: Sensor-Aware Multi-Region Adversarial UNet for Downscaling Weather Fields. | Daniil Sukhorukov, Andrei Zakharov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: On-Device Spectral Learning for EV Battery Capacity Estimation from Charging Telemetry. | Andrei Zakharov, Ilya Makarov |
| 2026 | SENSYS | Poster Abstract: Benchmarking 2D Latent Degradation Spaces for Monitoring-Ready PdM. | Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko |
| 2026 | SENSYS | Poster Abstract: Q-Count, Single-Link Wifi CSI People Counting in Quasi-Static Offices. | Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko, Evgenii Chernyshov, Alexandr Khrushchev, Artem Mkhitarian, Mikhail Makarov, Timur Asyaev |
| 2026 | SENSYS | Poster Abstract: HiSim - Sensor-Stream Cosine Health Index for Early-Stage Monitoring. | Dmitry Zhevnenko, Ilya Makarov, Petr Michailov |
| 2025 | ACL | ATGen: A Framework for Active Text Generation. | Akim Tsvigun, Daniil Vasilev, Ivan Tsvigun, Ivan Lysenko, Talgat Bektleuov, Aleksandr Medvedev, Uliana Vinogradova, Nikita Severin, Mikhail Mozikov, Andrey V. Savchenko, Ilya Makarov, Rostislav Grigorev, Ramil Kuleev, Fedor Zhdanov, Artem Shelmanov |
| 2025 | ICCV | MEH: A Multi-Style Dataset and Toolkit for Advancing Egyptian Hieroglyph Recognition. | Maksim Golyadkin, Valeria Rubanova, Aleksandr Utkov, Dmitry Nikolotov, Ilya Makarov |
| 2025 | IJCAI | Search Swarm: Multiagent Large Language Models Framework for E-commerce Product Search. | Nagim Isyanbaev, Ilya Makarov |
| 2025 | IJCAI | Machine Learning Driven Optimization of Fe-Based TMCs for Photodynamic Therapy. | Vladimir Manuilov, Antonio Francs-Monerris, Abdelazim M. A. Abdelgawwad, Daniel Escudero, Ilya Makarov |
| 2025 | ISMAR | Automatic Image Translation of Long Ancient Egyptian Texts for Augmented Reality Applications. | Innokentiy Humonen, Maksim Golyadkin, Danil Kalin, Ilya Makarov |
| 2025 | MOBICOM | Poster: Car2Vec: Task-Agnostic Latent Embeddings from CAN Bus for Efficient V2X Communication. | Aleksandr Kovalenko, Ahmad Ahmad, Alexander Karandeev, Alexey Maslov, Dmitry Zhevnenko, Ilya Makarov |
| 2025 | SIGGRAPH | Automatic Interpretation of Ancient Egyptian Texts for Education and Research. | Maksim Golyadkin, Innokentiy Humonen, Yanis Plevokas, Ekaterina Bureeva, Ekaterina Alexandrova, Ilya Makarov |
| 2025 | WACV | Closing the Domain Gap in Manga Colorization via Aligned Paired Dataset. | Maksim Golyadkin, Ianis Plevokas, Ilya Makarov |
| 2025 | SENSYS | Poster Abstract: Exploring the Autoencoder Sequence Pooling. | Petr Ivanov, Alexander Kozhevnikov, Maria Shtark, Ilya Makarov |
| 2025 | SENSYS | Poster Abstract: Autonomous AI-Driven Grid Protection: Sub-Cycle Fault Response via NPU-Optimized Neural Networks. | Aleksandr Kovalenko, Aleksey Evdakov, Galina Filatova, Andrey Yablokov, Aleksandr Bulashov, Ilya Makarov |
| 2025 | SENSYS | Poster Abstract: Minimizing Labeling Efforts for Fault Detection and Diagnosis. | Maria Shtark, Alexander Kozhevnikov, Petr Ivanov, Ilya Makarov |
| 2024 | CVPR | Weak-to-Strong 3D Object Detection with X-Ray Distillation. | Alexander Gambashidze, Aleksandr Dadukin, Maksim Golyadkin, Maria Razzhivina, Ilya Makarov |
| 2024 | ECAI | CA-SER: Cross-Attention Feature Fusion for Speech Emotion Recognition. | Bashar M. Deeb, Andrey V. Savchenko, Ilya Makarov |
| 2024 | ECAI | InsideOut: Unifying Emotional LLMs to Foster Empathy. | Mikhail Mozikov, Nikita Severin, Maria Glushanina, Mikhail Baklashkin, Andrey V. Savchenko, Ilya Makarov |
| 2024 | ECAI | Device-Specific Facial Descriptors: Winning a Lottery with a SuperNet. | Andrey V. Savchenko, Dmitry Maslov, Ilya Makarov |
| 2024 | ICDM | VIA AI: Reliable Deep Reinforcement Learning for Traffic Signal Control. | Matvey Gerasyov, Dmitrii Kiselev, Maxim Beketov, Ilya Makarov |
| 2024 | ICDM | Video-based learning of sign languages: one pre-train to fit them all. | Maxim Novopoltsev, Aleksandr Tulenkov, Ruslan Murtazin, Roman Akhidov, Iuliia Zemtsova, Emilia Bojarskaja, Daria Bondarenko, Andrey V. Savchenko, Ilya Makarov |
| 2024 | ICDM | Go-Kart Racing Simulator for Reinforcement Learning with Augmented Sim2Real Adaptation. | Ildar Nurgaliev, Andre Kuzminykh, Andrey V. Savchenko, Ilya Makarov |
| 2024 | ICDM | LLM-KT: A Versatile Framework for Knowledge Transfer from Large Language Models to Collaborative Filtering. | Nikita Severin, Aleksei Ziablitsev, Yulia Savelyeva, Valeriy Tashchilin, Ivan Bulychev, Mikhail Yushkov, Artem Kushneruk, Amaliya Zaryvnykh, Dmitrii Kiselev, Andrey V. Savchenko, Ilya Makarov |
| 2024 | IJCAI | Do You Remember the Future? Weak-to-Strong Generalization in 3D Object Detection. | Alexander Gambashidze, Aleksandr Dadukin, Maksim Golyadkin, Maria Razzhivina, Ilya Makarov |
| 2024 | IJCAI | SensorSCAN: Self-supervised learning and deep clustering for fault diagnosis in chemical processes (Abstract Reprint). | Maksim Golyadkin, Vitaliy Pozdnyakov, Leonid Zhukov, Ilya Makarov |
| 2024 | IJCAI | Plug-and-Play Unsupervised Fault Detection and Diagnosis for Complex Industrial Monitoring. | Maksim Golyadkin, Maria Shtark, Petr Ivanov, Alexander Kozhevnikov, Leonid Zhukov, Ilya Makarov |
| 2024 | IJCAI | AADMIP: Adversarial Attacks and Defenses Modeling in Industrial Processes. | Vitaliy Pozdnyakov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Drobyshevskiy, Kirill S. Lukyanov |
| 2024 | ISMAR | Pose Networks Unveiled: Bridging the Gap for Monocular Depth Perception. | Yazan Dayoub, Andrey V. Savchenko, Ilya Makarov |
| 2024 | ISMAR | Benchmarking and Data Synthesis for Colorization of Manga Sequential Pages for Augmented Reality. | Maksim Golyadkin, Sergey Saraev, Ilya Makarov |
| 2024 | SISY | A Survey on Sim-to-Real Transfer Methods for Robotic Manipulation. | Andrei Pitkevich, Ilya Makarov |
| 2023 | AIST | Application of Multimodal Machine Learning for Image Recommendation Systems. | Mikhail Foniakov, Anatoly Bardukov, Ilya Makarov |
| 2023 | AIST | Gesture Recognition on Video Data. | Georgy Gunkin, Ilya Makarov |
| 2023 | AIST | Whether Large Language Models Learn at the Inference Stage? Effects of Active Learning and Labelling with LLMs on their Reasoning. | Vladlen Kulikov, Radoslav Neychev, Ilya Makarov |
| 2023 | AIST | Semantic-Aware GAN Manipulations for Human Face Editing. | Khlusov Pavel, Ilya Makarov |
| 2023 | ISMAR | MonoVAN: Visual Attention for Self-Supervised Monocular Depth Estimation. | Ilia Indyk, Ilya Makarov |
| 2023 | ISMAR | SwiftDepth: An Efficient Hybrid CNN-Transformer Model for Self-Supervised Monocular Depth Estimation on Mobile Devices. | Albert Luginov, Ilya Makarov |
| 2023 | IWANN | Efficient Transformer for Video Summarization. | Tatiana Kolmakova, Ilya Makarov |
| 2023 | IWANN | Long-Term Hail Risk Assessment with Deep Neural Networks. | Mikhail Mozikov, Ivan Lukyanenko, Ilya Makarov, Alexander Bulkin, Yury Maximov |
| 2023 | IWANN | Iterative Graph Embedding and Clustering. | Artem Oborevich, Ilya Makarov |
| 2023 | IWANN | Chemistry-Wise Augmentations for Molecule Graph Self-supervised Representation Learning. | Evgeniia Ondar, Ilya Makarov |
| 2023 | IWANN | LAPUSKA: Fast Image Super-Resolution via LAPlacian UpScale Knowledge Alignment. | Aleksei Pokoev, Ilya Makarov |
| 2023 | IWANN | Efficient Blind Image Super-Resolution. | Olga Vais, Ilya Makarov |
| 2023 | RecSys | Ti-DC-GNN: Incorporating Time-Interval Dual Graphs for Recommender Systems. | Nikita Severin, Andrey V. Savchenko, Dmitrii Kiselev, Maria Ivanova, Ivan Kireev, Ilya Makarov |
| 2023 | SISY | Financial Trading via Reinforcement Learning and Convolutional Neural Networks. | Ka Yeung Lam, Ilya Makarov |
| 2022 | ISMAR | Exploring Efficiency of Vision Transformers for Self-Supervised Monocular Depth Estimation. | Aleksei Karpov, Ilya Makarov |
| 2022 | SISY | Curiosity-driven Exploration in VizDoom. | Evgeniya Mikhaylova, Ilya Makarov |
| 2022 | SISY | Multi-Modal Deep Reinforcement Learning in ViZDoom with Audio Component. | Artem Sayapin, Ilya Makarov |
| 2022 | SISY | Attention-based Models in Self-supervised Monocular Depth Estimation. | Kirill Svidovskii, Ilia Semenkov, Ilya Makarov |
| 2022 | SISY | Multi-modal RGBD Attention Fusion for Dense Depth Estimation. | Kirill Zhingalov, Aleksei Karpov, Ilya Makarov |
| 2021 | AIST | Research Papers Recommendation. | Olga Gerasimova, Anna Lapidus, Ilya Makarov |
| 2021 | AIST | Context-Based Text-Graph Embeddings in Word-Sense Induction Tasks. | Leonid Sherstyuk, Ilya Makarov |
| 2021 | AIST | Transformer-Based Deep Reinforcement Learning in VizDoom. | Vitalii Sopov, Ilya Makarov |
| 2021 | AIST | Outfit Recommendation using Graph Neural Networks via Visual Similarity. | Diana Zagidullina, Ilya Makarov |
| 2021 | AIST | Depression Detection by Person's Voice. | Evgeniya Zavorina, Ilya Makarov |
| 2021 | ISMAR | Depth Inpainting via Vision Transformer. | Ilya Makarov, Gleb Borisenko |
| 2021 | IWANN | Deep Reinforcement Learning in VizDoom via DQN and Actor-Critic Agents. | Maria Bakhanova, Ilya Makarov |
| 2021 | IWANN | Instagram Hashtag Prediction Using Deep Neural Networks. | Anna Beketova, Ilya Makarov |
| 2021 | IWANN | Fast Depth Reconstruction Using Deep Convolutional Neural Networks. | Dmitrii Maslov, Ilya Makarov |
| 2021 | IWANN | Hotel Recognition via Latent Image Embeddings. | Boris Tseytlin, Ilya Makarov |
| 2020 | AIST | Human Action Recognition for Boxing Training Simulator. | Anton Broilovskiy, Ilya Makarov |
| 2020 | AIST | Semi-automatic Manga Colorization Using Conditional Adversarial Networks. | Maksim Golyadkin, Ilya Makarov |
| 2020 | AIST | Automated Image and Video Quality Assessment for Computational Video Editing. | Konstantin Lomotin, Ilya Makarov |
| 2020 | AIST | Federated Learning in Named Entity Recognition. | Efim Luboshnikov, Ilya Makarov |
| 2020 | AIST | Prediction of News Popularity via Keywords Extraction and Trends Tracking. | Alexander Pugachev, Anton Voronov, Ilya Makarov |
| 2020 | AIST | Community Detection Based on the Nodes Role in a Network: The Telegram Platform Case. | Kseniia Tikhomirova, Ilya Makarov |
| 2019 | AIST | Deep Reinforcement Learning Methods in Match-3 Game. | Ildar Kamaldinov, Ilya Makarov |
| 2019 | AIST | Prediction of New Itinerary Markets for Airlines via Network Embedding. | Dmitrii Kiselev, Ilya Makarov |
| 2019 | AIST | American and Russian Sign Language Dactyl Recognition and Text2Sign Translation. | Ilya Makarov, Nikolay Veldyaykin, Maxim Chertkov, Aleksei Pokoev |
| 2019 | IWANN | Link Prediction Regression for Weighted Co-authorship Networks. | Ilya Makarov, Olga Gerasimova |
| 2018 | AIST | Joint Node-Edge Network Embedding for Link Prediction. | Ilya Makarov, Olga Gerasimova, Pavel Sulimov, Ksenia Korovina, Leonid E. Zhukov |
| 2018 | AIST | Co-authorship Network Embedding and Recommending Collaborators via Network Embedding. | Ilya Makarov, Olga Gerasimova, Pavel Sulimov, Leonid E. Zhukov |
| 2018 | AIST | Voronoi-based Path Planning based on Visibility and Kill/Death RatioTactical Component. | Ilya Makarov, Pavel Polyakov, Roman Karpichev |
| 2018 | ISMAR | Fast Depth Map Super-Resolution Using Deep Neural Network. | Alisa Korinevskaya, Ilya Makarov |
| 2018 | SIGGRAPH | Realistic post-processing of rendered 3D scenes. | Anastasia Feygina, Dmitry I. Ignatov, Ilya Makarov |
| 2017 | AIST | Scientific Matchmaker: Collaborator Recommender System. | Ilya Makarov, Oleg Bulanov, Olga Gerasimova, Natalia Meshcheryakova, Ilia Karpov, Leonid E. Zhukov |
| 2017 | AIST | Learning to Play Pong Video Game via Deep Reinforcement Learning. | Ilya Makarov, Andrej Kashin, Alisa Korinevskaya |
| 2017 | AIST | Predicting Winning Team and Probabilistic Ratings in "Dota 2" and "Counter-Strike: Global Offensive" Video Games. | Ilya Makarov, Dmitry Savostyanov, Boris Litvyakov, Dmitry I. Ignatov |
| 2017 | FlAIRS | Logic of Existentialism in Fiction. | Ilya Makarov, Valeria Bodishtianu |
| 2017 | FlAIRS | Adapting First-Person Shooter Video Game for Playing with Virtual Reality Headsets. | Ilya Makarov, Oleg Konoplia, Pavel Polyakov, Maxim Martynov, Peter Zyuzin, Olga Gerasimova, Valeria Bodishtianu |
| 2017 | ISMAR | Depth Map Interpolation Using Perceptual Loss. | Ilya Makarov, Vladimir Aliev, Olga Gerasimova, Pavel Polyakov |
| 2016 | AIST | Smoothing Voronoi-Based Path with Minimized Length and Visibility Using Composite Bezier Curves. | Ilya Makarov, Pavel Polyakov |
| 2015 | AIST | Imitation of Human Behavior in 3D-Shooter game. | Ilya Makarov, Mikhail Tokmakov, Lada Tokmakova |