Explicit loss asymptotics in the gradient descent training of neural networks. - Maksim Velikanov; Dmitry Yarotsky (NeurIPS, 2021)

Universal scaling laws in the gradient descent training of neural networks. - Maksim Velikanov; Dmitry Yarotsky (CoRR, 2021)

Embedded Ensembles: infinite width limit and operating regimes. - Maksim Velikanov; Roman V. Kail; Ivan Anokhin; Roman Vashurin; Maxim Panov; Alexey Zaytsev 002; Dmitry Yarotsky (AISTATS, 2022)

A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta. - Maksim Velikanov; Denis Kuznedelev; Dmitry Yarotsky (ICLR, 2023)

Comparing the robustness of modern no-reference image- and video-quality metrics to adversarial attacks. - Anastasia Antsiferova; Khaled Abud; Aleksandr Gushchin; Sergey Lavrushkin; Ekaterina Shumitskaya; Maksim Velikanov; Dmitriy S. Vatolin (CoRR, 2023)

Efficient Conformal Prediction under Data Heterogeneity. - Vincent Plassier; Nikita Kotelevskii; Aleksandr Rubashevskii; Fedor Noskov; Maksim Velikanov; Alexander Fishkov; Samuel Horváth; Martin Takác 001; Eric Moulines; Maxim Panov (AISTATS, 2024)

Generalization error of spectral algorithms. - Maksim Velikanov; Maxim Panov; Dmitry Yarotsky (ICLR, 2024)

Falcon2-11B Technical Report. - Quentin Malartic; Nilabhra Roy Chowdhury; Ruxandra Cojocaru; Mugariya Farooq; Giulia Campesan; Yasser Abdelaziz Dahou Djilali; Sanath Narayan; Ankit Singh; Maksim Velikanov; Basma El Amel Boussaha; Mohammed Al-Yafeai; Hamza Alobeidli; et al. (CoRR, 2024)

Falcon Mamba: The First Competitive Attention-free 7B Language Model. - Jingwei Zuo; Maksim Velikanov; Dhia Eddine Rhaiem; Ilyas Chahed; Younes Belkada; Guillaume Kunsch; Hakim Hacid (CoRR, 2024)

Tight Convergence Rate Bounds for Optimization Under Power Law Spectral Conditions. - Maksim Velikanov; Dmitry Yarotsky (J. Mach. Learn. Res., 2024)

SGD with memory: fundamental properties and stochastic acceleration. - Dmitry Yarotsky; Maksim Velikanov (ICLR, 2025)

Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance. - Jingwei Zuo; Maksim Velikanov; Ilyas Chahed; Younes Belkada; Dhia Eddine Rhayem; Guillaume Kunsch; Hakim Hacid; Hamza Yous; Brahim Farhat; Ibrahim Khadraoui; Mugariya Farooq; Giulia Campesan; et al. (CoRR, 2025)