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GP-PUセミナー「Searching for Rare Physics Events with Rare AI」開催のご案内

4月3日(木)、Aobo Li氏 (UC San Diego) による宇宙創成物理学国際共同大学院(GP-PU)セミナー「Searching for Rare Physics Events with Rare AI」を開催いたします。

■日  時
2025年4月3日(木)13:00-15:00

■セミナー題目
"Searching for Rare Physics Events with Rare AI"
by Aobo Li (UC San Diego)

■開催形式
対面×オンライン(Zoom)併用
[対面会場] 理学研究科合同B棟745号室 (キャンパスマップ「H-03」の建物です。)

■参加登録
参加者は事前に下記URLで参加登録が必要です
https://us02web.zoom.us/meeting/register/XHA4NLqfQOGF08YV1xSh-Q

■概  要
Rare event searches are fundamental to our understanding of physics, including but not limited to neutrinoless double beta decay, dark matter detection, and binary black hole mergers. While artificial intelligence has revolutionized many scientific fields, its application to rare event searches presents unique challenges due to the inherent scarcity of training data. This talk presents two innovative AI solutions specifically developed for rare event searches in physics and astronomy. First, we introduce a Rare Event Surrogate Model, initially designed for optimizing neutrinoless double-beta decay detectors. Second, we discuss our AI-ready data release from a axion dark matter detector, demonstrating significant improvements in dark matter search sensitivity through AI-driven analysis. These developments showcase how carefully tailored AI approaches can overcome the challenges of limited data availability while enhancing our capability to detect and analyze rare events.

■Point
GSP = 1

■お問合せ
物理学専攻(GP-PU) 渡邉 和宏 
E-mail: kazuhiro.watanabe.b8[at]tohoku.ac.jp
([at]を@に置き換えてください)


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