5 papers
PRAGMA: Revolut Foundation Model
Maxim Ostroukhov, Ruslan Mikhailov, Vladimir Iashin +11
Modern financial systems generate vast quantities of transactional and event-level data that encode rich economic signals. This paper presents PRAGMA, a family of foundation models…
Training and Evaluation of Guideline-Based Medical Reasoning in LLMs
Michael Staniek, Artem Sokolov, Stefan Riezler
Machine learning for early prediction in medicine has recently shown breakthrough performance, however, the focus on improving prediction accuracy has led to a neglect of faithful…
3D Audio-Visual Segmentation
Artem Sokolov, Swapnil Bhosale, Xiatian Zhu
Recognizing the sounding objects in scenes is a longstanding objective in embodied AI, with diverse applications in robotics and AR/VR/MR. To that end, Audio-Visual Segmentation (A…
Cooperative Face Liveness Detection from Optical Flow
Artem Sokolov, Mikhail Nikitin, Anton Konushin
In this work, we proposed a novel cooperative video-based face liveness detection method based on a new user interaction scenario where participants are instructed to slowly move t…
Imitating Language via Scalable Inverse Reinforcement Learning
Markus Wulfmeier, Michael Bloesch, Nino Vieillard +13
The majority of language model training builds on imitation learning. It covers pretraining, supervised fine-tuning, and affects the starting conditions for reinforcement learning…