Masanori HIRANO

Profile Information

Affiliation: Researcher, Preferred Networks, Inc.

Degree: Bachelor of Engineering(Mar, 2019, The University of Tokyo)
Master of Engineering(Sep, 2020, The University of Tokyo)
Ph.D.(Sep, 2023, The University of Tokyo)

Contact information: contactmhirano.jp
Researcher number: 70849281
ORCID ID: https://orcid.org/0000-0001-5883-8250
J-GLOBAL ID: 201901017616960631
Researcher ID: I-1960-2018
researchmap Member ID: B000354457

External link: https://mhirano.jp/

Research Interests

Research Areas

Research History

Oct, 2023 - Present

Researcher, Preferred Networks, Inc.
Apr, 2021 - Sep, 2023

Research Fellow (DC1), Japan Society for the Promotion of Science
Aug, 2019 - Sep, 2023

Technical Assistant, School of Engineering, The University of Tokyo

Education

Sep, 2020 - Present

Department of System Innovation, The School of Engineering, The University of Tokyo
Apr, 2019 - Sep, 2020

Department of Systems Innovation, School of Engineering, The University of Tokyo
Apr, 2017 - Mar, 2019

Department of Systems Innovation, Faculty of Engineering, The University of Tokyo
Apr, 2015 - Mar, 2017

Natural Sciences I, College of Arts and Sciences (Junior Division), The University of Tokyo

Awards

Oct, 2023

IEEE Computer Society Japan Chapter JAWS Young Researcher Award, PAMS: Platform for Artificial Market Simulations --Python-based Platform for Artificial Market Simulations and Challenges on its Integration with Deep Learning--, IEEE

Masanori HIRANO
Oct, 2023

AY2022 Student Best Paper Award, Adversarial Deep Hedging Free from the Assumption of Underliers' Price Process, Special Interest Group on Financial Informatics of Japanese Society for Artificial Intelligence

Masanori HIRANO, Kentaro MINAMI, Kentaro IMAJO,
Sep, 2023

JAWS (Joint Agent Workshop & Symposium) Excellence Award, PAMS: Platform for Artificial Market Simulations --Python-based Platform for Artificial Market Simulations and Challenges on its Integration with Deep Learning--, JAWS (Joint Agent Workshop & Symposium)

Masanori HIRANO, Ryosuke TAKATA, Kiyoshi IZUMI
Aug, 2023

Honorable Mention Award, Construction of Japanese Instruction Dataset and its Application to Tuning of Large-scale Language Models, 18th Symposium of Young Researcher Association for NLP Studies

Masahiro SUZUKI, Masanori HIRANO, Hiroki SAKAJI
Aug, 2023

ELYZA Award (Sponsor Award), Construction of Japanese Instruction Dataset and its Application to Tuning of Large-scale Language Models, 18th Symposium of Young Researcher Association for NLP Studies

Masahiro SUZUKI, Masanori HIRANO, Hiroki SAKAJI
Jul, 2023

Competitive Paper Award in 14th IIAI International Congress on Advanced Applied Informatics, International Institute of Applied Informatics

Masanori HIRANO, Hiroki SAKAJI, Kiyoshi IZUMI
Dec, 2022

Competitive Paper Award in 13th IIAI International Congress on Advanced Applied Informatics, Efficient Parameter Tuning for Multi-agent Simulation Using Deep Reinforcement Learning, International Institute of Applied Informatics

Masanori HIRANO, Kiyoshi IZUMI
Nov, 2022

Best paper award in the 6th IEEE International Conference on Agents (IEEE ICA 2022), Quantitative Tuning of Artificial Market Simulation using Generative Adversarial Network, IEEE International Conference on Agents (IEEE ICA 2022)

Masanori HIRANO, Kiyoshi IZUMI
Oct, 2022

Student best paper award in the 9th International Conference on Behavioral and Social Computing (BESC 2022)

Masanori HIRANO, Kiyoshi IZUMI
Sep, 2022

Encouragement award in the 6th Symposium on Multi Agent Systems for Harmonization (SMASH22 Summer Symposium)

Masanori HIRANO, Kiyoshi IZUMI
Sep, 2022

Runner-up award in the 6th Symposium on Multi Agent Systems for Harmonization (SMASH22 Summer Symposium)

Masanori HIRANO, Kiyoshi IZUMI
Jul, 2022

Best Paper Award in IIAI International Congress on Advanced Applied Informatics, Analysis of Demand Response Scenarios by Industrial Consumers Using Artificial Electric Power Market Simulations, International Institute of Applied Informatics

Masanori HIRANO, Ryo WAKASUGI, Kiyoshi IZUMI
Jun, 2022

JSAI Incentive Award, Analysis of Electricity Procurement Scenarios for Achieving Carbon Neutrality by Large Consumers, The Japanese Society for Artificial Intelligence

Ryo Wakasugi, Kiyoshi Izumi, Masanori HIRANO
Jul, 2021

JSAI Annual Conference Award, STBM+: Advanced Stochastic Trading Behavior Model for Financial Markets based on Residual Blocks or Transformers, The Japanese Society for Artificial Intelligence

Masanori HIRANO, Kiyoshi IZUMI, Hiroki SAKAJI
Mar, 2021

Dean’s Award AY2020, The University of Tokyo

Masanori HIRANO
Nov, 2020

Nominated for student paper award in the 23rd International Conference on Principles and Practice of Multi-Agent Systems

Masanori HIRANO, Hiroyasu MATSUSHIMA, Kiyoshi IZUMI, Hiroki SAKAJI
Oct, 2019

Nominated for best paper award in the 22nd International Conference on Principles and Practice of Multi-Agent Systems

Masanori HIRANO, Kiyoshi IZUMI, Hiroyasu MATSUSHIMA, Hiroki SAKAJI
Aug, 2019

Winner (1st place) of Standard Track in Supply Chain Management League (SCML) of the Tenth International Automated Negotiating Agents Competition (ANAC 2019)

Masanori HIRANO, Taisei MUKAI, Hiroyasu MATSUSHIMA, Kiyoshi IZUMI
Aug, 2019

Winner (1st place) of Collusion Track in Supply Chain Management League (SCML) of the Tenth International Automated Negotiating Agents Competition (ANAC 2019)

Masanori HIRANO, Taisei MUKAI, Hiroyasu MATSUSHIMA, Kiyoshi IZUMI
Mar, 2019

Dean’s Award AY2018, Faculty of Engineering, The University of Tokyo

Masanori HIRANO

Papers

Analysis of Carbon Neutrality Strategies of Industrial Consumers Using Electric Power Market Simulations

Long CHENG, Masanori HIRANO, Kiyoshi IZUMI

Journal of Information Processing, 65(1) 46-60, Jan, 2024 Peer-reviewed
From Base to Conversational: Japanese Instruction Dataset and Tuning Large Language Models

Masahiro Suzuki, Masanori Hirano, Hiroki Sakaji

2023 IEEE International Conference on Big Data (BigData), Dec 15, 2023
llm-japanese-dataset v0: Construction of Japanese Chat Dataset for Large Language Models and Its Methodology

Masanori Hirano, Masahiro Suzuki, Hiroki Sakaji

Advances in Networked-based Information Systems, 442-454, Sep 7, 2023 Peer-reviewedLead authorCorresponding author
Neural-network-based parameter tuning for multi-agent simulation using deep reinforcement learning

Masanori HIRANO, Kiyoshi IZUMI

World Wide Web, Aug 3, 2023 Peer-reviewedLead authorCorresponding author
Efficient Learning of Nested Deep Hedging using Multiple Options

Masanori HIRANO, Kentaro IMAJI, Kentaro Minami, Takuya SHIMADA

14th IIAI International Congress on Advanced Applied Informatics, 514-521, Jul 9, 2023 Peer-reviewedLead authorCorresponding author
Policy Gradient Stock GAN for Realistic Discrete Order Data Generation in Financial Markets

Masanori HIRANO, Hiroki SAKAJI, Kiyoshi IZUMI

14th IIAI International Congress on Advanced Applied Informatics, 361-368, Jul 9, 2023 Peer-reviewedLead authorCorresponding author
Analysis of Power Procurement Strategies of Industrial Consumers Combining Power Generation, Storage, and DR Using Electric Power Market Simulations

CHENG Long, IZUMI Kiyoshi, HIRANO Masanori

JSAI Technical Report, Type 2 SIG, 2023(FIN-030) 24-31, Mar 4, 2023
Constructing and analyzing domain-specific language model for financial text mining

Masahiro Suzuki, Hiroki Sakaji, Masanori Hirano, Kiyoshi Izumi

Information Processing & Management, 60(2) 103194-103194, Mar, 2023 Peer-reviewed
PAMS: Platform for Artificial Market Simulations.

Masanori Hirano 0001, Ryosuke Takata, Kiyoshi Izumi

CoRR, abs/2309.10729, 2023
Efficient Parameter Tuning for Multi-agent Simulation Using Deep Reinforcement Learning

Masanori HIRANO, Kiyoshi IZUMI

2022 13th International Congress on Advanced Applied Informatics Winter (IIAI-AAI-Winter), 130-137, Dec, 2022 Peer-reviewedLead authorCorresponding author
Quantitative Tuning of Artificial Market Simulation using Generative Adversarial Network

Masanori HIRANO, Kiyoshi IZUMI

The 6th IEEE International Conference on Agents (ICA 2022), 7-12, Nov 28, 2022 Peer-reviewedLead authorCorresponding author
Does Order Simultaneity Affect the Data Mining Task in Financial Markets? – Effect Analysis of Order Simultaneity Using Artificial Market

Masanori Hirano, Kiyoshi Izumi

The 24th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA 2022), 297-313, Nov 17, 2022 Peer-reviewedLead authorCorresponding author
Analysis of Carbon Neutrality Scenarios of Industrial Consumers Using Electric Power Market Simulations

Masanori Hirano, Ryo Wakasugi, Kiyoshi Izumi

The 24th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA 2022), 90-105, Nov 17, 2022 Peer-reviewedLead authorCorresponding author
Parameter Tuning Method for Multi-agent Simulation using Reinforcement Learning

Masanori Hirano, Kiyoshi Izumi

2022 9th International Conference on Behavioural and Social Computing (BESC), 1-7, Oct 29, 2022 Peer-reviewedLead authorCorresponding author
Analysis of Demand Response Scenarios by Industrial Consumers Using Artificial Electric Power Market Simulations

Masanori Hirano, Ryo Wakasugi, Kiyoshi Izumi

2022 12th International Congress on Advanced Applied Informatics (IIAI-AAI), 547-554, Jul 7, 2022 Peer-reviewedLead authorCorresponding author
Concept and Practice of Artificial Market Data Mining Platform

Masanori Hirano, Hiroki Sakaji, Kiyoshi Izumi

2022 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics (CIFEr), 1-10, May 19, 2022 Peer-reviewedLead authorCorresponding author
Implementation of Actual Data for Artificial Market Simulation

Masanori Hirano, Kiyoshi Izumi, Hiroki Sakaji

AAMAS '22: Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems, 1624-1626, May 9, 2022 Peer-reviewedLead authorCorresponding author
Market Trend Analysis Using Polarity Index Generated from Analyst Reports

Rei Taguchi, Hikaru Watanabe, Masanori Hirano, Masahiro Suzuki, Hiroki Sakaji, Kiyoshi Izumi, Kenji Hiramatsu

2021 IEEE International Conference on Big Data (Big Data), 3486-3494, Dec 15, 2021 Peer-reviewed
STBM+: Advanced Stochastic Trading Behavior Model for Financial Markets using Residual Blocks or Transformers

Masanori HIRANO, Kiyoshi IZUMI, Hiroki SAKAJI

New Generation Computing, 40(1) 7-24, Nov 30, 2021 Peer-reviewedLead authorCorresponding author
STBM: Stochastic Trading Behavior Model for Financial Markets

Masanori Hirano, Hiroyasu Matsushima, Kiyoshi Izumi, Hiroki Sakaji

Advances in Intelligent Systems and Computing, 1357 157-165, Jul, 2021 Peer-reviewedLead authorCorresponding author

Misc.

PAMS: Platform for Artificial Market Simulations ～Pythonベースの人工市場シミュレーションプラットフォームと深層学習との融合～

平野正徳, 高田亮介, 和泉潔

合同エージェントワークショップ＆シンポジウム2023 (JAWS2023), Sep 13, 2023 Lead authorCorresponding author
日本語インストラクションデータを用いた対話可能な日本語大規模言語モデルのLoRAチューニング

鈴木雅弘, 平野正徳, 坂地泰紀

第20回テキストアナリティクス・シンポジウム, Sep 6, 2023
llm-japanese-dataset v0: 大規模言語モデルのための日本語チャットデータセット構築

平野正徳, 鈴木雅弘, 坂地泰紀

情報処理学会第257回自然言語処理研究発表会 (NL研), Sep 1, 2023 Lead authorCorresponding author
PAMS: Platform for Artificial Market Simulations ～Pythonベースの人工市場シミュレーションプラットフォームと深層学習との融合～

平野正徳, 高田亮介, 和泉潔

Jul 28, 2023 Lead authorCorresponding author
Adversarial Deep Hedging: Learning to Hedge without Price Process Modeling

Masanori Hirano, Kentaro Minami, Kentaro Imajo

Jul 25, 2023 Lead authorCorresponding author
LoRA Tuning Conversational Japanese Large Language Models using Japanese Instruction Dataset

Masahiro SUZUKI, Masanori HIRANO, Hiroki SAKAJI

Jun 23, 2023
Quantitative Evaluation of Multi-agent Simulation using Generative Adversarial Network -- An Alternative of Qualitative Evaluation for Artificial Market Simulation

Masanori HIRANO, Kiyoshi IZUMI

The 37th Annual Conference of the Japanese Society for Artificial Intelligence, Jun, 2023 Lead authorCorresponding author
Analysis of Carbon Neutrality Scenarios of Industrial Consumers Combining Power Generation, Storage, and DR Using an Electricity Market Model

Long CHENG, Kiyoshi IZUMI, Masanori HIRANO

The 37th Annual Conference of the Japanese Society for Artificial Intelligence, Jun, 2023
llm-japanese-dataset v0: Construction of Japanese Chat Dataset for Large Language Models and its Methodology

Masanori HIRANO, Masahiro SUZUKI, Hiroki SAKAJI

May, 2023 Lead authorCorresponding author
llm-japanese-dataset v0: Construction of Japanese Chat Dataset for Large Language Models

Masanori HIRANO, Masahiro SUZUKI, Hiroki SAKAJI

May, 2023 Lead authorCorresponding author
AAMAS 2022（The 21st International Conference on Autonomous Agents and Multiagent Systems）

Masanori HIRANO

Journal of the Japanese Society for Artificial Intelligence, 37(5) 679-680, Sep 1, 2022 InvitedLead author
Data-driven Agent Design for Artificial Market Simulation

Masanori HIRANO, Kiyoshi IZUMI, Hiroki SAKAJI

The 36th Annual Conference of the Japanese Society for Artificial Intelligence, 2S4IS2b01-2S4IS2b01, Jul, 2022 Lead authorCorresponding author
Policy Gradient Stock GAN for Realistic Discrete Order Data Generation in Financial Markets

Hirano, Masanori, Sakaji, Hiroki, Izumi, Kiyoshi

Apr 28, 2022 Lead authorCorresponding author
Nested Deep Hedging Mechanism for Multiple Options Hedging

Masanori HIRANO, Kentaro IMAJO, Kentaro MINAMI, Takuya SHIMADA

27-34, Mar 12, 2022 Lead authorCorresponding author
Construction and Validation of a Pre-Training and Additional Pre-Training Financial Language Model

Masahiro SUZUKI, Hiroki SAKAJI, Masanori HIRANO, Kiyoshi IZUMI

The 28th meeting of Special Interest Group on Financial Informatics of Japanese Society for Artificial Intelligence (SIG-FIN), 132-137, Mar 12, 2022
Analysis of Demand Response Scenarios by Large Consumers Using an Electricity Market Model

Ryo Wakasugi, Kiyoshi Izumi, Masanori HIRANO

The 28th meeting of Special Interest Group on Financial Informatics of Japanese Society for Artificial Intelligence (SIG-FIN), 19-24, Mar 9, 2022
Analysis of Electricity Procurement Scenarios for Achieving Carbon Neutrality by Large Consumers

Ryo Wakasugi, Kiyoshi Izumi, Masanori HIRANO

The 21st Special Interest Group on Data Oriented Constructive Mining and Simulation (DOCMAS), Workshop of Social System and Information Technology (WSSIT2022), Mar 9, 2022
Market Causality Analysis Using Polar Indicators Generated from Financial Texts

Rei TAGUCHI, Hikaru WATANABE, Masanori HIRANO, Masahiro SUZUKI, Hiroki SAKAJI, Kiyoshi IZUMI, Kenji HIRAMATSU

The 27th meeting of Special Interest Group on Financial Informatics of Japanese Society for Artificial Intelligence, Oct 9, 2021
Construction and Validation of a Pre-Training Language Model Using Financial Documents

Masahiro SUZUKI, Hiroki SAKAJI, Masanori HIRANO, Kiyoshi IZUMI

The 27th meeting of Special Interest Group on Financial Informatics of Japanese Society for Artificial Intelligence, Oct 9, 2021
Performance Validation of Pre-Trained BERT in the Financial Domain

Masahiro SUZUKI, Hiroki SAKAJI, Masanori HIRANO, Kiyoshi IZUMI

IEICE Technical Report, NLC2021-12(2021-09) 26-29, Sep, 2021

Presentations

日本語インストラクションデータセットの構築とその適用による大規模言語モデルのチューニング

鈴木雅弘, 平野正徳, 坂地泰紀

NLP若手の会(Yans) 第18回シンポジウム, Aug 31, 2023
Deep Hedgingの発展と応用

平野正徳

MPTフォーラム, Jun 1, 2023 Invited
Constructing and Analyzing Domain-Specific Language Model for Financial Text Mining

Masahiro SUZUMI, Hiroki SAKAJI, Masanori HIRANO, Kiyoshi IZUMI

Information Processing and Management Conference, Oct 21, 2022
Toward Quantitative Evaluation of Artificial Market Simulation Using GAN

Masanori HIRANO, Kiyoshi IZUMI

Sep 16, 2022
Comparison of Behaviors of Actual and Simulated HFT Traders for Agent Design

Masanori HIRANO, Kiyoshi IZUMI, Hiroyasu MATSUSHIMA, Hiroki SAKAJI

The 22nd International Conference on Principles and Practice of Multi-Agent Systems (PRIMA 2019), Oct 31, 2019
Introduction of listed company search system related to theme

Masanori HIRANO

14th Symposium of NLP Young Association (Yans), Aug 26, 2019

Teaching Experience

Apr, 2019 - Jul, 2020

First-Year Seminar for Natural Sciences Students (The University of Tokyo)

Professional Memberships

Apr, 2018 - Present

THE JAPANESE SOCIETY FOR ARTIFICIAL INTELLIGENCE

Works

izumi-lab/llm-japanese-dataset

Masanori HIRANO, Masahiro SUZUKIl, Hiroki SAKAJI

2023 Database
PAMS: Platform for Artificial Market Simulations

Masanori HIRANO

2022 Software
PlhamJ

Takuma Torii, Kiyoshi Izumi, Tomio Kamada, Hiroto Yonenoh, Daisuke Fujishima, Izuru Matsuura, Masanori Hirano, Tosiyuki Takahashi

Apr, 2019 Software
Plham

Takuma Torii, Kiyoshi Izumi, Tomio Kamada, Hiroto Yonenoh, Daisuke Fujishima, Izuru Matsuura, Masanori Hirano, Tosiyuki Takahashi

Apr, 2019 Software

Research Projects

データ融合による信頼性の高い金融市場モデル構築

科学研究費助成事業特別研究員奨励費, 特別研究員奨励費, 日本学術振興会, Apr, 2021 - Mar, 2024

平野正徳

Industrial Property Rights

特許6596565 抽出システムおよびプログラム

平野正徳, 坂地泰紀, 松島裕康, 和泉潔, 加藤惇雄, 森岡嗣人, 長尾慎太郎, 木村笙子

Academic Activities

Steering committee member of Japan Young Researcher Association for NLP Studies (YANS)

Planning, management, etc., Panel moderator, session chair, etc.

Apr, 2021 - Mar, 2023

Profile Information

Research Interests

Research Areas

Research History

Education

Awards

Papers

Misc.

Presentations

Teaching Experience

Professional Memberships

Works

Research Projects

Industrial Property Rights

Academic Activities

Menu

Coauthors