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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>SHIRO TAKAGI - Research Portfolio</title>
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<body>
<div class="container">
<header>
<div class="logo"><a href="index.html">SHIRO TAKAGI</a></div>
<div class="menu-container">
<div class="hamburger" onclick="toggleMenu()">
<span></span>
<span></span>
<span></span>
</div>
<div class="menu">
<a href="about.html">ABOUT</a>
<a href="research.html">RESEARCH</a>
<a href="misc.html">MISC</a>
</div>
</div>
</header>
<div class="main-content fade-in">
<div class="content-wrapper">
<h2>PUBLICATIONS</h2>
<ul>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2409.06883" target="_blank" rel="noopener noreferrer">
A Dataset for Evaluating LLM-based Evaluation Functions for Research Question Extraction Task
</a>
</p>
</div>
<div class="pub_authors">
<p>Yuya Fujisaki, <b>Shiro Takagi</b>, Hideki Asoh, Wataru Kumagai</p>
</div>
<div class="pub_publisher">
<p>arXiv:2409.06883</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2409.00102" target="_blank" rel="noopener noreferrer">
Collective Predictive Coding as Model of Science: Formalizing Scientific Activities Towards Generative Science
</a>
</p>
</div>
<div class="pub_authors">
<p>Tadahiro Taniguchi, <b>Shiro Takagi</b>, Jun Otsuka, Yusuke Hayashi, Hiro Taiyo Hamada</p>
</div>
<div class="pub_publisher">
<p>arXiv:2409.00102</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2312.03497" target="_blank" rel="noopener noreferrer">
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>arXiv:2312.03497</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/research-automation-perspective-paper" target="_blank" rel="noopener noreferrer">LaTeX</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2311.09706" target="_blank" rel="noopener noreferrer">
Towards Autonomous Hypothesis Verification via Language Models with Minimal Guidance
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Ryutaro Yamaguchi, Wataru Kumagai</p>
</div>
<div class="pub_publisher">
<p>arXiv:2311.09706</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/mock-pipeline" target="_blank" rel="noopener noreferrer">Code</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=ipe0IMglFF" target="_blank" rel="noopener noreferrer">
Empirical Study on Optimizer Selection for Out-of-Distribution Generalization
</a>
</p>
</div>
<div class="pub_authors">
<p>Hiroki Naganuma, Kartik Ahuja, <b>Shiro Takagi</b>, Tetsuya Motokawa, Rio Yokota, Kohta Ishikawa, Ikuro Sato, Ioannis Mitliagkas
</div>
<div class="pub_publisher">
<p>Transactions on Machine Learning Research, June, 2023</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=9GXoMs__ckJ" target="_blank" rel="noopener noreferrer">
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>Advances in Neural Information Processing Systems 35 (2022)</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/pre-training-different-modality-offline-rl" target="_blank" rel="noopener noreferrer">Code</a> /
<a href="https://github.com/t46/paper-pre-training-different-modality-offline-rl" target="_blank" rel="noopener noreferrer">LaTeX</a> /
<a href="posters/poster_neurips_2022.pdf" target="_blank" rel="noopener noreferrer">Poster</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2204.12100" target="_blank" rel="noopener noreferrer">
Convergence of Neural Networks to Gaussian Mixture Distribution
</a>
</p>
</div>
<div class="pub_authors">
<p>Yasuhiko Asao, Ryotaro Sakamoto, <b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>arXiv:2204.12100</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/nn-gaussian-mixture" target="_blank" rel="noopener noreferrer">Code</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2109.02231" target="_blank" rel="noopener noreferrer">
Image Recognition via Vietoris-Rips Complex
</a>
</p>
</div>
<div class="pub_authors">
<p>Yasuhiko Asao, Jumpei Nagase, Ryotaro Sakamoto, <b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>arXiv:2109.02231</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/image-recognition-via-vietoris-rips-complex" target="_blank" rel="noopener noreferrer">Code</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://arxiv.org/abs/2105.07385" target="_blank" rel="noopener noreferrer">
Statistical Mechanical Analysis of Catastrophic Forgetting in Continual Learning with Teacher and Student Networks
</a>
</p>
</div>
<div class="pub_authors">
<p>Haruka Asanuma, <b>Shiro Takagi</b>, Yoshihiro Nagano, Yuki Yoshida, Yasuhiko Igarashi, Masato Okada</p>
</div>
<div class="pub_publisher">
<p>arXiv:2105.07385</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="papers/analysis_of_trainability_of_gradient_based_multi_environment_learning_from_gradient_norm_regularization_perspective.pdf" target="_blank" rel="noopener noreferrer">
Analysis of Trainability of Gradient-based Multi-environment Learning from Gradient Norm Regularization Perspective
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yoshihiro Nagano, Yuki Yoshida and Masato Okada</p>
</div>
<div class="pub_publisher">
<p>The International Joint Conference on Neural Networks 2021, Shenzhen, China, July 18-22, 2021</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="papers/the_effect_of_batch_normalization_in_the_symmetric_phase.pdf" target="_blank" rel="noopener noreferrer">
The Effect of Batch Normalization in the Symmetric Phase
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yuki Yoshida and Masato Okada</p>
</div>
<div class="pub_publisher">
<p>29th International Conference on Artificial Neural Networks, Bratislava, Slovakia, September 15-18, 2020</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://journals.jps.jp/doi/abs/10.7566/JPSJ.88.074003?journalCode=jpsj" target="_blank" rel="noopener noreferrer">
Impact of Layer Normalization on Single-Layer Perceptron ― Statistical Mechanical Analysis
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yuki Yoshida and Masato Okada</p>
</div>
<div class="pub_publisher">
<p>Journal of the Physical Society of Japan, 88(7), 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.researchgate.net/publication/334943813_What_Makes_Action_and_Outcome_Temporally_Close_to_Each_Other_A_Systematic_Review_and_Meta-Analysis_of_Temporal_Binding">
What Makes Action and Outcome Temporally Close to Each Other: A Systematic Review and Meta-Analysis of Temporal Binding
</a>
</p>
</div>
<div class="pub_authors">
<p>Takumi Tanaka, Takuya Matsumoto, Shintaro Hayashi, <b>Shiro Takagi</b> and Hideaki Kawabata</p>
</div>
<div class="pub_publisher">
<p>Timing & Time Perception, 8(3), 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="papers/us_japan_alliance_public_good.pdf" target="_blank" rel="noopener noreferrer">
Re-Examination International Public Goods Theory of U.S. Japan Alliance (in Japanese)
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>
</div>
<div class="pub_publisher">
<p>Seijigaku Kenkyu - Studies in Politics, 59, 2017 (Non-refereed)</p>
</div>
</li>
</ul>
</section>
<section class="box workshops" id='workshops'>
<h2>WORKSHOPS</h2>
<ul>
<li>
<div class="pub_title">
<p>
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research (in Japanese)
</p>
</div>
<div class="pub_publisher">
<p>1st Science of Science Research Seminar, March, 2024</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=J0BgSIxpsSD" target="_blank" rel="noopener noreferrer">
Managing the Whole Research Process on GitHub
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>NeurIPS Workshop on Broadening Research Collaborations in ML, 2022</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/github-research-management" target="_blank" rel="noopener noreferrer">LaTeX</a> /
<a href="posters/poster_neurip_ws_2022_github.pdf" target="_blank" rel="noopener noreferrer">Poster</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=-RKZoHd2-Ca" target="_blank" rel="noopener noreferrer">
Separation of Research Data from Its Presentation
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>NeurIPS Workshop on Broadening Research Collaborations in ML, 2022</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/separation-data-presentation" target="_blank" rel="noopener noreferrer">LaTeX</a> /
<a href="posters/poster_neurip_ws_2022_view.pdf" target="_blank" rel="noopener noreferrer">Poster</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=shg-h1o9-a" target="_blank" rel="noopener noreferrer">
Thoughts on the Applicability of Machine Learning to Scientific Discovery and Possible Future Research Directions (Perspective)
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b></p>
</div>
<div class="pub_publisher">
<p>3rd AI4Science Workshop @ NeurIPS, 2022</p>
</div>
<div class="pub_material">
<p>
<a href="https://github.com/t46/perspective-ai-for-science" target="_blank" rel="noopener noreferrer">LaTeX</a> /
<a href="posters/poster_neurip_ws_2022_ai4sci.pdf" target="_blank" rel="noopener noreferrer">Poster</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://openreview.net/forum?id=i1s663Cqt9" target="_blank" rel="noopener noreferrer">
Empirical Study on Optimizer Selection for Out-of-Distribution Generalization
</a>
</p>
</div>
<div class="pub_authors">
<p>Hiroki Naganuma, Kartik Ahuja, Ioannis Mitliagkas, <b>Shiro Takagi</b>, Tetsuya Motokawa, Rio Yokota, Kohta Ishikawa, Ikuro Sato</p>
</div>
<div class="pub_publisher">
<p>NeurIPS 2022 Workshop on Distribution Shifts, 2022</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="http://metalearning.ml/2019/papers/metalearn2019-takagi.pdf" target="_blank" rel="noopener noreferrer">
On The Conditions of MAML Convergence
</a>
</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yoshihiro Nagano, Yuki Yoshida, Masato Okada</p>
</div>
<div class="pub_publisher">
<p>NeurIPS Workshop on Meta-Learning, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://drive.google.com/file/d/1mTLNBujoec3azgZAnK-pliUr1Yhg-w-l/view" target="_blank" rel="noopener noreferrer">
Localized Generations with Self-Supervised Meta-Learning
</a>
</p>
</div>
<div class="pub_authors">
<p>Yoshihiro Nagano, <b>Shiro Takagi</b>, Yuki Yoshida, Masato Okada</p>
</div>
<div class="pub_publisher">
<p>NeurIPS Workshop on Learning with Rich Experience: Integration of Learning Paradigms, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>The Effect of Learning Rates on Model-agnostic Meta-learning</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yoshihiro Nagano, Yuki Yoshida, Masato Okada</p>
</div>
<div class="pub_publisher">
<p>ACML Workshop on Statistics & Machine Learning Researchers in Japan, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>Learning Locally Structured Dataset with Gradient-Based Meta-Learning</p>
</div>
<div class="pub_authors">
<p>Yoshihiro Nagano, <b>Shiro Takagi</b>, Yuki Yoshida, Masato Okada</p>
</div>
<div class="pub_publisher">
<p>ACML Workshop on Statistics & Machine Learning Researchers in Japan, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>Statistical Mechanical Formulation of Learning Dynamics of Two-Layered Neural Networks with
Batch Normalization</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yuki Yoshida and Masato Okada
</div>
<div class="pub_publisher">
<p>The 33rd Annual Conference of the Japanese Society for Artificial Intelligence, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>The Impact of Layer Normalization on Single-Layer Perceptron — Statistical Mechanical Analysis</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yuki Yoshida and Masato Okada</p>
</div>
<div class="pub_publisher">
<p>The Physical Society of Japan Annual Meeting, 2019</p>
</div>
</li>
<li>
<div class="pub_title">
<p>Statistical Mechanical Analysis of Single-layer Perceptron with Layer Normalization</p>
</div>
<div class="pub_authors">
<p><b>Shiro Takagi</b>, Yuki Yoshida and Masato Okada</p>
</div>
<div class="pub_publisher">
<p>The 21st Information-Based Induction Sciences Workshop, 2018</p>
</div>
</li>
</ul>
<h2>TALKS</h2>
<a href="https://speakerdeck.com/t46" target="_blank" rel="noopener noreferrer" class="talk-link">
Link to all slides of talks are here
</a>
<ul>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGSHOq5WYY/K6DgFGOnDo0LA-8htZ-9sw/view?utm_content=DAGSHOq5WYY&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Towards AI that Conducts ML Research (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://lu.ma/jk34sj2z" target="_blank" rel="noopener noreferrer">
AI Scientist / AI in Scientific Discovery
</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGRX4ZltNU/2zMsnY8ZOXq9_GGz0i4IDw/view?utm_content=DAGRX4ZltNU&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Gensurv Project (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://laboratoryautomation.connpass.com/event/319334/" target="_blank" rel="noopener noreferrer">
Laboratory Automation Developers Conference 2024, September 2024
</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGMHY_4efs/eFpmp1LXiqGbVkb5gKrAGw/view?utm_content=DAGMHY_4efs&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research
</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://ai4research.github.io/" target="_blank" rel="noopener noreferrer">
AI4Research Workshop @IJCAI 2024, August 2024
</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGG8QNKblg/ma1d7m8Qi-1cLhDpBIs5qA/view?utm_content=DAGG8QNKblg&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">Possibilities of AI Research Conducted by AI</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://wba-initiative.org/en/24276/" target="_blank" rel="noopener noreferrer">
Panel Session: Can AI Craft AI Inspired by the Brain?: Insights from the Fathers @IEEE WCCI 2024, July 2024
</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGBsf4YzEc/PdMaQAsxSwJAoIF7lkHsyg/view?utm_content=DAGBsf4YzEc&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Research Automation and Research Structuralization (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://bento-kai-metasci-3.peatix.com/view" target="_blank" rel="noopener noreferrer">
Bento-Kai #3: AI and Science, April 2024
</a>
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGAxIMWrJ4/Gt9ZvNdkBvsBaEB9iwE-1g/view?utm_content=DAGAxIMWrJ4&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
Towards Philosophical Disccusion on AI for Science?, April 2024
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAF9T94rMG8/PXIEdCUGQX1EznBGwk4W2w/view?utm_content=DAF9T94rMG8&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Living as an independent researcher (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
Web Seminar by SRWS-PSG, February 2024
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAFx2pYWV4Q/J-0X305ntkinSyjrnHwvdw/view?utm_content=DAFx2pYWV4Q&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Exploring Challenges Towards Realizing Artificial Intelligence Capable of Conducting Research (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
54th DLAP, October 2023
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAFjtAp66gY/UQ6asFg7CDLkh43MPKbaKQ/view?utm_content=DAFjtAp66gY&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Introduction of DeSci.Tokyo 2023
</a>
</p>
</div>
<div class="pub_publisher">
<p>
@Taiwan Univeristy, May 2023
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
Independent Research: Conducting Research Beyond the Current Location (in Japanese)
</p>
</div>
<div class="pub_publisher">
<p>
@TEDxUTokyo 2023
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAFXtkTSZS4/ztLpfIozy9P03VRPdsleGw/view?utm_content=DAFXtkTSZS4&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Discussing Freelance Researcher (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
@Academic Bar Kisi, January 2023
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="slides/ronkeisha_symposium_2022_takagi.pdf" target="_blank" rel="noopener noreferrer">
Towards Creating an Aritifial Agent to Acquire a Language (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
<a href="https://ronkeisha.net/rmlcii2022/" target="_blank" rel="noopener noreferrer">
RMCII 2022
</a>
</p>
</div>
</li>
</ul>
<h2>MATERIALS</h2>
<ul>
<li>
<div class="pub_title">
<p>
<a href="https://www.canva.com/design/DAGISutKLO8/fa1X7EeC3g7UEghi2jJl1g/view?utm_content=DAGISutKLO8&utm_campaign=designshare&utm_medium=link&utm_source=editor" target="_blank" rel="noopener noreferrer">
Towards AI that Conducts AI Research
</a>
</p>
</div>
<div class="pub_publisher">
<p>
2024
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://speakerdeck.com/karakurist/nlp-survey" target="_blank" rel="noopener noreferrer">
NLP Research after BERT (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
2021
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://speakerdeck.com/karakurist/computer-vision-survey" target="_blank" rel="noopener noreferrer">
Recent Computer Vision Research (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
2021
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://speakerdeck.com/karakurist/user-behaviour-vol1" target="_blank" rel="noopener noreferrer">
User Behavior Prediction Research v1 (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
2021
</p>
</div>
</li>
<li>
<div class="pub_title">
<p>
<a href="https://speakerdeck.com/karakurist/user-behaviour-vol2" target="_blank" rel="noopener noreferrer">
User Behavior Prediction Research v2 (in Japanese)
</a>
</p>
</div>
<div class="pub_publisher">
<p>
2021
</p>
</div>
</li>
</ul>
</div>
</div>
</div>
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