The document summarizes several academic papers and presentations by Hiromu Yakura from 2020 back to 2011 on topics related to music recommendation, malware analysis, behavioral analysis, generating bugs to fool classifiers, and whether adversarial examples are inevitable. The document lists Yakura's institutional affiliations which include University of Tsukuba and AIST in Japan.

1. 2020.02.16
A photo from New York I stayed until two days ago for AAAI 2020

2. @hiromu1996

6. FocusMusicRecommender:
A System for Recommending Music
to Listen to While Working
Hiromu Yakura†, Tomoyasu Nakano‡, Masataka Goto‡
† University of Tsukuba, Japan
‡ AIST, Japan
ACM IUI 2018

7. Huang, R. et al.: Effects of background music on concentration of workers. Work 38(4). 2011.
Londdale, A. et al.: Why do we listen to music? A uses and gratifications analysis. British Journal of Psychology 102(1). 2011.

9. Neural Malware Analysis
with Attention Mechanism
Hiromu Yakura*†, Shinnosuke Shinozaki*, Reon Nishimura*,
Yoshihiro Oyama*, Jun Sakuma*†
* University of Tsukuba, Japan
† RIKEN Center for Artificial Intelligence Project, Japan
ACM CODASPY 2018 / Computers and Security 2019

12. REsCUE: A framework for
REal-time feedback on behavioral CUEs
using multimodal anomaly detection
Riku Arakawa† and Hiromu Yakura‡
(equal contribution)
† The University of Tokyo, Japan
‡ University of Tsukuba, Japan / Teambox Inc., Japan
ACM CHI 2019

14. 👍
👎
👍
👎

16. Generate (non-software) Bugs
to Fool Classifiers
Hiromu Yakura*†, Youhei Akimoto*†, Jun Sakuma*†
* University of Tsukuba, Japan
† RIKEN Center for Artificial Intelligence Project, Japan
AAAI 2020

17. Patch-based
PEPG-based
64x64 pixel 128x128 pixel

18. YES +
"STOP"
YES
Shafahi, A. et al.: Are adversarial examples inevitable?. ICLR. 2019.