GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs.

Egor Shvetsov Maxim Zhelnin Viktor Moskvoretskii Egor Shvetsov Mariya Krylova Egor Venediktov Aleksandr Zuev Evgeny Burnaev GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs. 6463-6480 2025 ACL (1) https://aclanthology.org/2025.acl-long.324/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#ZhelninMSKVZB25 Dmitry Osin Igor Udovichenko Egor Shvetsov Viktor Moskvoretskii Evgeny Burnaev EBES: Easy Benchmarking for Event Sequences. 5730-5741 2025 KDD (2) https://doi.org/10.1145/3711896.3737428 conf/kdd/2025-2 db/conf/kdd/kdd2025-2.html#OsinUSMB25

Artyom Kharinaev Viktor Moskvoretskii Egor Shvetsov Kseniia Studenikina Bykov Mikhail Evgeny Burnaev Investigating the Impact of Quantization Methods on the Safety and Reliability of Large Language Models. 2025 February abs/2502.15799 CoRR https://doi.org/10.48550/arXiv.2502.15799 db/journals/corr/corr2502.html#abs-2502-15799 streams/journals/corr

Menschikov Mikhail Alexander Kharitonov Maiia Kotyga Vadim Porvatov Anna Zhukovskaya David Kagramanyan Egor Shvetsov Evgeny Burnaev Position of Uncertainty: A Cross-Linguistic Study of Positional Bias in Large Language Models. 2025 May abs/2505.16134 CoRR https://doi.org/10.48550/arXiv.2505.16134 db/journals/corr/corr2505.html#abs-2505-16134 streams/journals/corr

Egor Maximov Yulia Kuzkina Azamat Kanametov Alexander Prutko Aleksei Goncharov Maxim Zhelnin Egor Shvetsov From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction. 2025 July abs/2507.03052 CoRR https://doi.org/10.48550/arXiv.2507.03052 db/journals/corr/corr2507.html#abs-2507-03052 streams/journals/corr

Viacheslav Yusupov Danil Maksimov Ameliia Alaeva Tatiana Zaitceva Antipina Anna Anna Vasileva Chenlin Liu Rayuth Chheng Danil Sazanakov Andrey Chetvergov Alina Ermilova Egor Shvetsov Token Homogenization under Positional Bias. 2025 August abs/2508.17126 CoRR https://doi.org/10.48550/arXiv.2508.17126 db/journals/corr/corr2508.html#abs-2508-17126 streams/journals/corr

Maxim Zhelnin Dmitry Redko Volkov Daniil Anna Volodkevich Petr Sokerin Valeriy Shevchenko Egor Shvetsov Alexey Vasilev Darya Denisova Ruslan Izmailov Alexey Zaytsev 0002 Faster and Memory-Efficient Training of Sequential Recommendation Models for Large Catalogs. 2025 September abs/2509.09682 CoRR https://doi.org/10.48550/arXiv.2509.09682 db/journals/corr/corr2509.html#abs-2509-09682 streams/journals/corr

Shirin Alanova Kristina Kazistova Ekaterina Galaeva Alina Kostromina Vladimir Smirnov Dmitry Redko Alexey Dontsov Maxim Zhelnin Evgeny Burnaev Egor Shvetsov Lightweight error mitigation strategies for post-training N:M activation sparsity in LLMs. 2025 September abs/2509.22166 CoRR https://doi.org/10.48550/arXiv.2509.22166 db/journals/corr/corr2509.html#abs-2509-22166 streams/journals/corr

Viacheslav Yusupov Danil Maksimov Ameliia Alaeva Anna Vasileva Antipina Anna Tatyana Zaitseva Alina Ermilova Evgeny Burnaev Egor Shvetsov From Internal Representations to Text Quality: A Geometric Approach to LLM Evaluation. 2025 September abs/2509.25359 CoRR https://doi.org/10.48550/arXiv.2509.25359 db/journals/corr/corr2509.html#abs-2509-25359 streams/journals/corr

Egor Surkov Dmitry Osin Evgeny Burnaev Egor Shvetsov How to model Human Actions distribution with Event Sequence Data. 2025 October abs/2510.05856 CoRR https://doi.org/10.48550/arXiv.2510.05856 db/journals/corr/corr2510.html#abs-2510-05856 streams/journals/corr

Igor Udovichenko Egor Shvetsov Denis Divitsky Dmitry Osin Ilya Trofimov Ivan Sukharev Anatoliy Glushenko Dmitry Berestnev Evgeny Burnaev SeqNAS: Neural Architecture Search for Event Sequence Classification. 3898-3909 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3349497 db/journals/access/access12.html#UdovichenkoSDOTSGBB24

Egor Shvetsov Dmitry Osin Alexey Zaytsev 0002 Ivan Koryakovskiy Valentin Buchnev Ilya Trofimov Evgeny Burnaev QuantNAS for Super Resolution: Searching for Efficient Quantization-Friendly Architectures Against Quantization Noise. 117008-117025 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3446039 db/journals/access/access12.html#ShvetsovOZKBTB24 streams/journals/access

Igor Udovichenko Egor Shvetsov Denis Divitsky Dmitry Osin Ilya Trofimov Anatoliy Glushenko Ivan Sukharev Dmitry Berestnev Evgeny Burnaev SeqNAS: Neural Architecture Search for Event Sequence Classification. 2024 abs/2401.03246 CoRR https://doi.org/10.48550/arXiv.2401.03246 db/journals/corr/corr2401.html#abs-2401-03246

Viktor Moskvoretskii Dmitry Osin Egor Shvetsov Igor Udovichenko Maxim Zhelnin Andrey Dukhovny Anna Zhimerikina Albert Efimov Evgeny Burnaev Self-Supervised Learning in Event Sequences: A Comparative Study and Hybrid Approach of Generative Modeling and Contrastive Learning. 2024 abs/2401.15935 CoRR https://doi.org/10.48550/arXiv.2401.15935 db/journals/corr/corr2401.html#abs-2401-15935

Maxim Zhelnin Viktor Moskvoretskii Egor Shvetsov Egor Venediktov Mariya Krylova Aleksandr Zuev Evgeny Burnaev GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs. 2024 abs/2408.15300 CoRR https://doi.org/10.48550/arXiv.2408.15300 db/journals/corr/corr2408.html#abs-2408-15300 streams/journals/corr

Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev EBES: Easy Benchmarking for Event Sequences. 2024 abs/2410.03399 CoRR https://doi.org/10.48550/arXiv.2410.03399 db/journals/corr/corr2410.html#abs-2410-03399 streams/journals/corr

Egor Shvetsov Dmitry Osin Alexey Zaytsev 0002 Ivan Koryakovskiy Valentin Buchnev Ilya Trofimov Evgeny Burnaev QuantNAS for super resolution: searching for efficient quantization-friendly architectures against quantization noise. 2022 abs/2208.14839 CoRR https://doi.org/10.48550/arXiv.2208.14839 db/journals/corr/corr2208.html#abs-2208-14839

Ameliia Alaeva Shirin Alanova Antipina Anna Dmitry Berestnev Valentin Buchnev Evgeny Burnaev Andrey Chetvergov Rayuth Chheng Volkov Daniil Darya Denisova Denis Divitsky Alexey Dontsov Andrey Dukhovny Albert Efimov Alina Ermilova Ekaterina Galaeva Anatoliy Glushenko Aleksei Goncharov Ruslan Izmailov David Kagramanyan Azamat Kanametov Kristina Kazistova Artyom Kharinaev Alexander Kharitonov Ivan Koryakovskiy Alina Kostromina Maiia Kotyga Mariya Krylova Yulia Kuzkina Chenlin Liu Danil Maksimov Egor Maximov Bykov Mikhail Menschikov Mikhail Viktor Moskvoretskii Dmitry Osin Vadim Porvatov Alexander Prutko Dmitry Redko Danil Sazanakov Valeriy Shevchenko Vladimir Smirnov Petr Sokerin Kseniia Studenikina Ivan Sukharev Egor Surkov Ilya Trofimov Igor Udovichenko Alexey Vasilev Anna Vasileva Egor Venediktov Anna Volodkevich Viacheslav Yusupov Tatiana Zaitceva Tatyana Zaitseva Alexey Zaytsev 0002 Maxim Zhelnin Anna Zhimerikina Anna Zhukovskaya Aleksandr Zuev