no code implementations • 16 Feb 2021 • Daisuke Takehara, Kei Kobayashi
Graph embedding is becoming an important method with applications in various areas, including social networks and knowledge graph completion.
no code implementations • 1 Mar 2020 • Ryo Kamoi, Kei Kobayashi
This suggests that the reason the Mahalanobis confidence score works so well is mistaken, and makes use of different information from ODIN, another popular OoD detection method based on prediction confidence.
no code implementations • 15 Nov 2019 • Ryo Kamoi, Kei Kobayashi
This paper focuses on the relationship between the choice of a prior distribution and the likelihoods assigned to out-of-distribution inputs.
1 code implementation • 12 Feb 2018 • Tatsuhiro Aoshima, Kei Kobayashi, Mihoko Minami
Finally, we show that the Sparse Weighted Nearest-Neighbor Method can process data points in real time on XMLC datasets with equivalent performance to SOTA models, with a single thread and smaller storage footprint.
BIG-bench Machine Learning Extreme Multi-Label Classification +3