Functional Systems Network Outperforms Q-learning in Stochastic Environment. - Artyom Y. Sorokin; Mikhail S. Burtsev (BICA, 2016)

Continual and Multi-task Reinforcement Learning With Shared Episodic Memory. - Artyom Y. Sorokin; Mikhail S. Burtsev (CoRR, 2019)

Explain My Surprise: Learning Efficient Long-Term Memory by predicting uncertain outcomes. - Artyom Y. Sorokin; Nazar Buzun; Leonid Pugachev; Mikhail Burtsev 001 (NeurIPS, 2022)

BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack. - Yuri Kuratov; Aydar Bulatov; Petr Anokhin; Ivan Rodkin; Dmitry Sorokin; Artyom Y. Sorokin; Mikhail Burtsev 001 (NeurIPS, 2024)

In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss. - Yuri Kuratov; Aydar Bulatov; Petr Anokhin; Dmitry Sorokin; Artyom Y. Sorokin; Mikhail Burtsev 001 (CoRR, 2024)

AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents. - Petr Anokhin; Nikita Semenov; Artyom Y. Sorokin; Dmitry Evseev; Mikhail Burtsev 001; Evgeny Burnaev (CoRR, 2024)

Associative Learning and Active Inference. - Petr Anokhin; Artyom Y. Sorokin; Mikhail Burtsev 001; Karl J. Friston (Neural Comput., 2024)