Synthetic Data-Based Simulators for Recommender Systems: A Survey. - Elizaveta Stavinova; Alexander Grigorievskiy; Anna Volodkevich; Petr Chunaev; Klavdiya Bochenina; Dmitry Bugaychenko (CoRR, 2022)

From Variability to Stability: Advancing RecSys Benchmarking Practices. - Valeriy Shevchenko; Nikita Belousov; Alexey Vasilev; Vladimir Zholobov; Artyom Sosedka; Natalia Semenova; Anna Volodkevich; Andrey V. Savchenko; Alexey Zaytsev 002 (KDD, 2024)

Does It Look Sequential? An Analysis of Datasets for Evaluation of Sequential Recommendations. - Anton Klenitskiy; Anna Volodkevich; Anton Pembek; Alexey Vasilev (RecSys, 2024)

RePlay: a Recommendation Framework for Experimentation and Production Use. - Alexey Vasilev; Anna Volodkevich; Denis Kulandin; Tatiana Bysheva; Anton Klenitskiy (RecSys, 2024)

Neural Click Models for Recommender Systems. - Mikhail Shirokikh; Ilya Shenbin; Anton Alekseev 001; Anna Volodkevich; Alexey Vasilev; Andrey V. Savchenko; Sergey I. Nikolenko (SIGIR, 2024)

Autoregressive Generation Strategies for Top-K Sequential Recommendations. - Anna Volodkevich; Danil Gusak; Anton Klenitskiy; Alexey Vasilev (CoRR, 2024)

Sim4Rec: Flexible and Extensible Simulator for Recommender Systems for Large-Scale Data. - Anna Volodkevich; Veronika Ivanova; Alexey Vasilev; Dmitry Bugaychenko; Maxim Savchenko (ECIR (4), 2025)

Time to Split: Exploring Data Splitting Strategies for Offline Evaluation of Sequential Recommenders. - Danil Gusak; Anna Volodkevich; Anton Klenitskiy; Alexey Vasilev; Evgeny Frolov (CoRR, 2025)

Autoregressive generation strategies for Top-K sequential recommendations. - Anna Volodkevich; Danil Gusak; Anton Klenitskiy; Anton Pembek; Alexey Vasilev (User Model. User Adapt. Interact., 2025)