Research Publications

Peer-reviewed research in AI safety, LLM security, computer vision, and medical AI.

🛡️ AI Safety & LLM Security

Prompt Injection Attacks in Defended Systems

DCCN 2024 · D. Khomsky, N. Maloyan, B. Nutfullin

Evaluating the effectiveness of prompt injection attacks against LLMs with defensive mechanisms.

Prompt InjectionLLM SecurityAdversarial ML

Trojan Detection in Large Language Models

Journal of Propulsion Technology 2024 · N. Maloyan, E. Verma, B. Nutfullin, B. Ashinov

Insights from the Trojan Detection Challenge on identifying backdoors in language models.

Trojan DetectionBackdoor AttacksLLM Safety

📝 NLP & Text Analysis

DIALOG-22 RuATD: Generated Text Detection

CLITT 2022 · N. Maloyan, B. Nutfullin, E. Ilyushin

Detecting AI-generated text in Russian language using machine learning classifiers.

Generated Text DetectionRussian NLPAI Detection

Low-Resource Language Text Classification

SemEval 2023 · D. Homskiy, N. Maloyan

Fine-tuning multilingual pretrained models for African language sentiment analysis.

Low-Resource NLPMultilingualTransfer Learning

🏥 Medical AI & Computer Vision

Noninvasive Glioma Grading with Deep Learning

MEDINFO 2022 · G. Danilov, V. Korolev, M. Shifrin, E. Ilyushin, N. Maloyan et al.

Deep learning approach for non-invasive brain tumor classification from MRI scans.

Medical ImagingDeep LearningBrain Tumors

MR-guided Non-invasive Brain Glioma Typing

Voprosy Neirokhirurgii 2022 · G.V. Danilov, I.N. Pronin, N.G. Maloyan et al.

Machine learning for MRI-based glioma classification in clinical neurosurgery settings.

MRI AnalysisNeurosurgeryClinical ML

Neurosurgical Instrument Segmentation

MIE 2024 · G. Danilov, O. Pilipenko, V. Kostyumov, S. Trubetskoy, N. Maloyan et al.

Computer vision for tracking surgical instruments to assess microsurgical skill.

Surgical AISegmentationSkill Assessment

Blind Face Restoration Survey

IJOIT 2023 · S. Sharipov, B. Nutfullin, N. Maloyan

Comprehensive survey of deep learning methods for restoring degraded face images.

Face RestorationImage ProcessingSurvey

🔧 Robotics

Synthesis of L-coordinate Parallel Mechanism

AIMEECS 2020 · G. Rashoyan, N. Maloyan, A. Antonov, A. Romanov

Design of singularity-free parallel robotic mechanisms for precise positioning.

Parallel RobotsMechanism DesignKinematics