Predicting Depression and Emotions in the Cross-roads of Cultures, Para-linguistics, and Non-linguistics. - Heysem Kaya; Dmitrii Fedotov; Denis Dresvyanskiy; Metehan Doyran; Danila Mamontov; Maxim Markitantov; Alkim Almila Akdag Salah; Evrim Kavcar; Alexey Karpov 001; Albert Ali Salah (AVEC@MM, 2019)

Automatic Recognition of Speaker Age and Gender Based on Deep Neural Networks. - Maxim Markitantov; Oxana Verkholyak (SPECOM, 2019)

Combining Clustering and Functionals based Acoustic Feature Representations for Classification of Baby Sounds. - Heysem Kaya; Oxana Verkholyak; Maxim Markitantov; Alexey Karpov 001 (ICMI Companion, 2020)

Ensembling End-to-End Deep Models for Computational Paralinguistics Tasks: ComParE 2020 Mask and Breathing Sub-Challenges. - Maxim Markitantov; Denis Dresvyanskiy; Danila Mamontov; Heysem Kaya; Wolfgang Minker; Alexey Karpov 001 (INTERSPEECH, 2020)

Transfer Learning in Speaker's Age and Gender Recognition. - Maxim Markitantov (SPECOM, 2020)

An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey A. Karpov; Wolfgang Minker (CoRR, 2020)

Biometric Russian Audio-Visual Extended MASKS (BRAVE-MASKS) Corpus: Multimodal Mask Type Recognition Task. - Maxim Markitantov; Elena Ryumina; Dmitry Ryumin; Alexey Karpov 001 (INTERSPEECH, 2022)

Complex Paralinguistic Analysis of Speech: Predicting Gender, Emotions and Deception in a Hierarchical Framework. - Alena Velichko; Maxim Markitantov; Heysem Kaya; Alexey Karpov 001 (INTERSPEECH, 2022)

End-to-End Modeling and Transfer Learning for Audiovisual Emotion Recognition in-the-Wild. - Denis Dresvyanskiy; Elena Ryumina; Heysem Kaya; Maxim Markitantov; Alexey Karpov 001; Wolfgang Minker (Multimodal Technol. Interact., 2022)

Multimodal Personality Traits Assessment (MuPTA) Corpus: The Impact of Spontaneous and Read Speech. - Elena Ryumina; Dmitry Ryumin; Maxim Markitantov; Heysem Kaya; Alexey Karpov 001 (INTERSPEECH, 2023)

Multi-modal Arousal and Valence Estimation under Noisy Conditions. - Denis Dresvyanskiy; Maxim Markitantov; Jiawei Yu; Heysem Kaya; Alexey Karpov 001 (CVPR Workshops, 2024)

Zero-Shot Audio-Visual Compound Expression Recognition Method based on Emotion Probability Fusion. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CVPR Workshops, 2024)

SUN Team's Contribution to ABAW 2024 Competition: Audio-visual Valence-Arousal Estimation and Expression Recognition. - Denis Dresvyanskiy; Maxim Markitantov; Jiawei Yu; Peitong Li; Heysem Kaya; Alexey Karpov 001 (CoRR, 2024)

Audio-Visual Compound Expression Recognition Method based on Late Modality Fusion and Rule-based Decision. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Heysem Kaya; Alexey Karpov 001 (CoRR, 2024)

OCEAN-AI framework with EmoFormer cross-hemiface attention approach for personality traits assessment. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Alexey Karpov 001 (Expert Syst. Appl., 2024)

Gated Siamese Fusion Network based on multimodal deep and hand-crafted features for personality traits assessment. - Elena Ryumina; Maxim Markitantov; Dmitry Ryumin; Alexey Karpov 001 (Pattern Recognit. Lett., 2024)

Team RAS in 9th ABAW Competition: Multimodal Compound Expression Recognition Approach. - Elena Ryumina; Maxim Markitantov; Alexandr Axyonov; Dmitry Ryumin; Mikhail Dolgushin; Alexey Karpov 001 (CoRR, 2025)

Audio-visual occlusion-robust gender recognition and age estimation approach based on multi-task cross-modal attention. - Maxim Markitantov; Elena Ryumina; Alexey Karpov 001 (Expert Syst. Appl., 2026)