2 citations · 2 across the 3 of their papers we have counts for
3 papers
stat.ML2026
Information Geometry of Absorbing Markov-Chain and Discriminative Random Walks
Masanari Kimura
Discriminative Random Walks (DRWs) are a simple yet powerful tool for semi-supervised node classification, but their theoretical foundations remain fragmentary. We revisit DRWs thr…
stat.ML2024
Geometric Insights into Focal Loss: Reducing Curvature for Enhanced Model Calibration
Masanari Kimura, Hiroki Naganuma
The key factor in implementing machine learning algorithms in decision-making situations is not only the accuracy of the model but also its confidence level. The confidence level o…
cs.CV2018★ 2 cited
Anomaly Detection Using GANs for Visual Inspection in Noisy Training Data
Masanari Kimura, Takashi Yanagihara
The detection and the quantification of anomalies in image data are critical tasks in industrial scenes such as detecting micro scratches on product. In recent years, due to the di…