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October 14, 2026
At HSE University–St Petersburg, Experts Discuss How AI Changes Tourist Routes and Cultural Heritage
Neural networks are no longer simple travel assistants; now they decide what to include on the route and what to skip. Artificial intelligence changes how people perceive a place and shapes the image of tourist centres. At the II International Scientific and Practical Conference ’Information Technologies in the Preservation and Promotion of Cultural Heritage,’ researchers discussed who controls algorithmic solutions and in what ways, and whether authentic traditions get lost in them.
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FlameStream: Model and Runtime for Distributed Stream Processing

P. 8:1–8:2.
Kuralenok I., Trofimov A., Marshalkin N., Novikov B.

Exactly-once semantics without high latency overhead is still hard to achieve within state-of-the-art stream processing systems.We introduce a model providing for exactly-once using lightweight optimistic approach for obtaining determinism and idempotence. We show its feasibility with a prototype. 

Language: English
Full text
Keywords: Data streams

In book

Proceedings of the 5th ACM SIGMOD Workshop on Algorithms and Systems for MapReduce and Beyond
ACM, 2018.
Similar publications
Deterministic Model for Distributed Speculative Stream Processing
Kuralenok I., Trofimov A., Marshalkin N. et al., , in: Lecture Notes in Computer ScienceVol. 11019: Advances in Databases and Information Systems .: Springer, 2018. P. 233–246.
Users of modern distributed stream processing systems have to choose between non-deterministic computations and high latency due to a need in excessive buffering. We introduce a speculative model based on MapReduce-complete set of operations that allows us to achieve determinism and low-latency. Experiments show that our prototype can outperform existing solutions due to low overhead ...
Added: February 13, 2019
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