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July 24, 2026
'Physics Is What the World Is Literally Built On'
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Towards interaction-based user embeddings in sequential recommender models

.
Ananyeva M., Lashinin O., Ivanova V., Kolesnikov S., Ignatov D. I.
Language: English
Full text
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Keywords: sequential recommendationuser-specific embeddingsinductive learning

In book

RecSys '22: Proceedings of the 16th ACM Conference on Recommender Systems
Association for Computing Machinery (ACM), 2022.
Similar publications
Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation
Severin N., Kartushov D., Urzhumov V. et al., , in: Advances in Information Retrieval: 48th European Conference on Information Retrieval, ECIR 2026, Delft, The Netherlands, March 29 – April 2, 2026, Proceedings, Part II. (LNCS, volume 16484).: Cham: Springer Publishing Company, 2026. P. 508–517.
Sequential recommender systems have achieved significant success in modeling temporal user behavior but remain limited in cap-turing rich user semantics beyond interaction patterns. Large Language Models (LLMs) present opportunities to enhance user understanding with their reasoning capabilities, yet existing integration approaches cre-ate prohibitive inference costs in real time. To address these limitations, we present a ...
Added: June 18, 2026
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