Search Results for author: Arseny Tolmachev

Found 6 papers, 3 papers with code

Crowdsourcing Evaluation of Saliency-based XAI Methods

no code implementations27 Jun 2021 Xiaotian Lu, Arseny Tolmachev, Tatsuya Yamamoto, Koh Takeuchi, Seiji Okajima, Tomoyoshi Takebayashi, Koji Maruhashi, Hisashi Kashima

In order to compare various saliency-based XAI methods quantitatively, several approaches for automated evaluation schemes have been proposed; however, there is no guarantee that such automated evaluation metrics correctly evaluate explainability, and a high rating by an automated evaluation scheme does not necessarily mean a high explainability for humans.

Explainable Artificial Intelligence (XAI)

Inter-domain Multi-relational Link Prediction

1 code implementation11 Jun 2021 Luu Huu Phuc, Koh Takeuchi, Seiji Okajima, Arseny Tolmachev, Tomoyoshi Takebayashi, Koji Maruhashi, Hisashi Kashima

Multi-relational graph is a ubiquitous and important data structure, allowing flexible representation of multiple types of interactions and relations between entities.

Link Prediction

Bermuda Triangles: GNNs Fail to Detect Simple Topological Structures

1 code implementation ICLR Workshop GTRL 2021 Arseny Tolmachev, Akira Sakai, Masaru Todoriki, Koji Maruhashi

Most graph neural network architectures work by message-passing node vector embeddings over the adjacency matrix, and it is assumed that they capture graph topology by doing that.

Juman++: A Morphological Analysis Toolkit for Scriptio Continua

1 code implementation EMNLP 2018 Arseny Tolmachev, Daisuke Kawahara, Sadao Kurohashi

We present a three-part toolkit for developing morphological analyzers for languages without natural word boundaries.

Art Analysis Language Modelling +2

Cannot find the paper you are looking for? You can Submit a new open access paper.