MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding. - Pengyi Li 003; Irina Abdullaeva; Alexander Gambashidze; Andrey Kuznetsov; Ivan V. Oseledets (CoRR, 2025)

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models. - Pengyi Li 003; Matvey Skripkin; Alexander Zubrey; Andrey Kuznetsov; Ivan V. Oseledets (CoRR, 2025)

Listener-Rewarded Thinking in VLMs for Image Preferences. - Alexander Gambashidze; Pengyi Li 003; Matvey Skripkin; Andrey V. Galichin; Anton Gusarov; Konstantin Sobolev; Andrey Kuznetsov; Ivan V. Oseledets (CoRR, 2025)