Research

Publications
Dataset
Poster
Honors /
Awards

Publications

2024.09.03

Using Benchmarking and Regression Models for Predicting CNN Training Time on a GPU Using Benchmarking and Regression Models for Predicting CNN Training Time on a GPU

Convolutional neural network (CNN) training typically demands substantial time, expensive computational resour...
2024.06.01

Instance AttributionとFeature Attributionの一貫性制約を満たす集合関数の局所説明法 (JSAI2024) Local Explanations With Consistency Constraints Between Instance and Feature Attributions for Set Functions (JSAI2024)

吉川友也, 木村正成（ZOZO Research）, 清水良太郎（ZOZO Research）, 斎藤侑輝（ZOZO Research）, “Instance AttributionとFeature ...

machine learning XAI
2024.03.21

Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers (AISTATS2024) Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers (AISTATS2024)

Yuya Yoshikawa, Tomoharu Iwata, “Explanation-Based Training with Differentiable Insertion/Deletion Metric-Awar...

computer vision machine learning XAI
2024.02.28

Rethinking Loss Functions for Fact Verification (EACL) Rethinking Loss Functions for Fact Verification (EACL)

Yuta Mukobara*, Yutaro Shigeto**, and Masashi Shimbo. Rethinking Loss Functions for Fact Verification. The 18t...

natural language processing FEVER fact verification
2023.08.20

Action class relation detection and classification across multiple video datasets (Pattern Recognition Letters) Action class relation detection and classification across multiple video datasets (Pattern Recognition Letters)

Yuya Yoshikawa, Yutaro Shigeto, Masashi Shimbo, Akikazu Takeuchi, “Action class relation detection and classif...

action recognition MetaVD

Research

Publications

Using Benchmarking and Regression Models for Predicting CNN Training Time on a GPU Using Benchmarking and Regression Models for Predicting CNN Training Time on a GPU

Instance AttributionとFeature Attributionの一貫性制約を満たす集合関数の局所説明法 (JSAI2024) Local Explanations With Consistency Constraints Between Instance and Feature Attributions for Set Functions (JSAI2024)

Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers (AISTATS2024) Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers (AISTATS2024)

Rethinking Loss Functions for Fact Verification (EACL) Rethinking Loss Functions for Fact Verification (EACL)

Action class relation detection and classification across multiple video datasets (Pattern Recognition Letters) Action class relation detection and classification across multiple video datasets (Pattern Recognition Letters)

Dataset

MetaVD: A Meta Video Dataset for enhancing human action recognition datasets MetaVD: A Meta Video Dataset for enhancing human action recognition datasets

PubChemQC PM6 Datasets: Large Scale Datasets of Semi-Empirical Quantum Chemical Calculations PubChemQC PM6 Datasets: Large Scale Datasets of Semi-Empirical Quantum Chemical Calculations

STAIR Actions caption dataset: A Large Scale Japanese Caption Dataset for Video STAIR Actions caption dataset: A Large Scale Japanese Caption Dataset for Video

STAIR Actions: A Large-Scale Video Dataset of Everyday Human Actions STAIR Actions: A Large-Scale Video Dataset of Everyday Human Actions

STAIR Captions : A Large-Scale Japanese Image Caption Dataset STAIR Captions : A Large-Scale Japanese Image Caption Dataset

Poster

レガシーCコードの構文解析の試み（SES2024） On parsing legecy C code

ドメイン汎化学習のための軽量な損失関数 A Lightweight Objective for Domain Generalization

文法を考慮したソースコード差分解析ツールDiff/AST（SES2022） Diff/AST: A Syntax-Aware Source Code Differencing Tool

Impact of Changes in the Mini-batch Size on CNN Training Epoch Time Impact of Changes in the Mini-batch Size on CNN Training Epoch Time

CCA/EBT: Code Comprehension Assistance Tool for Evidence-Based Performance Tuning (HPCAsia2018) CCA/EBT: Code Comprehension Assistance Tool for Evidence-Based Performance Tuning (HPCAsia2018)

Honors / Awards

瑞宝中綬章 The Order of the Sacred Treasure, Gold Rays with Neck Ribbon

コンピュータサイエンス領域奨励賞 IPSJ Computer Science Research Award for Young Scientists

大川賞 The Okawa Prize

山下記念研究賞 IPSJ Yamashita SIG Research Award

グッドデザイン賞 Good Design Award