Benchmarking IoT Time-Series AD with Event-Level Augmentations. - Dmitry Zhevnenko; Ilya Makarov; Aleksandr Kovalenko; Fedor Meshchaninov; Anton Kozhukhov; Vladislav Travnikov; Makar Ippolitov; Kirill Yashunin; Iurii Katser (CoRR, 2026)