I’ll be talking mainly about my recent work, which has focused on practical challenges. T. Fujimura, K. Imoto, T. Toda, "Discriminative neighborhood smoothing for generative anomalous sound detection," Proc. EUSIPCO, Aug. 2024. [arxiv: https://arxiv.org/abs/2403.11508] T. Fujimura, I. Kuroyanagi, T. Toda, "Improvements of Discriminative Feature Space Training for Anomalous Sound Detection in Unlabeled Conditions,” arXiv e-prints: 2409.09332, 2024. [arxiv: https://arxiv.org/abs/2409.09332]