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X-WR-CALDESC:2nd Workshop on Learning Dynamical System (WLDS2)
X-WR-CALNAME:2nd Workshop on Learning Dynamical System (WLDS2)
X-WR-TIMEZONE:Asia/Tokyo
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TZID:Asia/Tokyo
BEGIN:STANDARD
DTSTART:19700101T000000
TZOFFSETFROM:+0900
TZOFFSETTO:+0900
TZNAME:JST
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BEGIN:VEVENT
UID:1001754@techplay.jp
SUMMARY:2nd Workshop on Learning Dynamical System (WLDS2)
DTSTART;TZID=Asia/Tokyo:20261125T100000
DTEND;TZID=Asia/Tokyo:20261127T122000
DTSTAMP:20261022T230135Z
CREATED:20261016T140128Z
DESCRIPTION:イベント詳細はこちら\nhttps://techplay.jp/event/10017
 54?utm_medium=referral&utm_source=ics&utm_campaign=ics\n\nThis page is fo
 r online registration only.\n\n2nd Workshop on Learning Dynamical System 
 (WLDS2)\n\nVenue: Hybrid: Online and Open Space at the RIKEN Nihonbashi O
 ffice\nDate and Time: All times in Japan Standard Time (JST)\nNovember 25
 \, 2026\, 10:00-18:10\nNovember 26\, 2026\, 10:00-18:10\nNovember 27\, 20
 26\, 10:00-12:20\nFor further details and information on on-site particip
 ation\, please visit the following workshop website.\nhttps://wlds-2-work
 shop.ishikawa-isao-5s.chatgpt.site/\n\nThe event is organized by Mathemat
 ical Science Team\, Dynamical Systems Learning Team\, and High-Dimensiona
 l Structure Theory Team\, RIKEN AIP Center and co-organized by:\nJST CRES
 T: Nonlinear\, dissipative\, and random dynamics based on deterministic g
 overning equations\nPrincipal investigator: Aiko Yakeno (Tohoku Universit
 y)\nGrant number: JPMJCR24Q6\nJST ARiSE: AI for Mathematics and Physics\n
 JST CREST: Innovation in Interdisciplinary Mathematical Research via Sing
 le-Cell Data Science\nPrincipal investigator: Yusuke Imoto (Kyoto Univers
 ity)\nGrant number: JPMJCR24Q1\n\nProgram\n\nDay 1\n\nNovember 25 · Wedn
 esday\n\nTopology and model reduction\n\n10:00-10:40 Riccardo Muolo (RIKE
 N)\nTitle: Dynamics beyond nodes: from topology to synchronization patter
 ns in higher-order networks\n\n10:40-10:50 Coffee break\n\n10:50-11:30 Yi
 ng Wang (Fudan University)\nTitle: Entropy and topological conditional en
 tropy in dynamical systems\n\n11:30-11:40 Coffee break\n\n11:40-12:20 Koi
 chiro Yawata (Hitachi\, Ltd.)\nTitle: Data-driven reduction of rhythmic d
 ynamics through phase autoencoder\n\n12:20-14:00 Lunch\n\nDynamics of Lea
 rning\n\n14:00-14:40 Bingze Lu (National Chung Cheng University)\nTitle: 
 How numerical integrators shape learned dynamics in neural ODEs\n\n14:40-
 14:50 Coffee break\n\n14:50-15:30 Xuejin Zhang (Jilin University)\nTitle:
  From nonlinear dynamical systems to neural network training: dynamics tr
 acking via polynomials of unitary operators\n\n15:30-15:40 Coffee break\n
 \n15:40-16:20 Guillaume Braun (RIKEN)\nTitle: Overfitting of spectral gra
 dient descent: how matrix geometry shapes generalization and implicit bia
 s\n\n16:20-16:40 Coffee break\n\nNumerical methods and applications\n\n16
 :40-17:20 Axel Turnquist (Beijing Institute of Mathematical Sciences and 
 Applications)\nTitle: Convergence theory for monotone finite-difference s
 chemes solving prescribed Jacobian equations on unbounded subsets of ℝ
 ⁿ\, with applications to freeform optics and economics\n\n17:20-17:30 C
 offee break\n\n17:30-18:10 Rauan Kelesbekov (University of Alberta)\nTitl
 e: Effects of large-amplitude periodic perturbations on boundary layer se
 paration\n\nDay 2\n\nNovember 26 · Thursday\n\nDynamical modeling and sc
 ore learning\n\n10:00-10:40 Jiachen Yao (Online) (California Institute of
  Technology)\nTitle: Physics is the best teacher: consistency learning fo
 r time-invariant operators of chaotic dynamics\n\n10:40-10:50 Coffee brea
 k\n\n10:50-11:30 Yao Li (Online) (University of Massachusetts Amherst)\nT
 itle: A probabilistic score estimation using the Bismut–Elworthy–Li f
 ormula\n\n11:30-11:40 Coffee break\n\n11:40-12:20 He Ma (Fudan University
 )\nTitle: From dynamics learning to dynamics creation: neural transfer le
 arning for complex dynamical systems\n\n12:20-14:00 Lunch\n\nMemory-based
  modeling of complex systems\n\n14:00-14:40 Qunxi Zhu (Fudan University)\
 nTitle: Memory-driven AI modeling of complex systems: methods and applica
 tions\n\n14:40-14:50 Coffee break\n\n14:50-15:30 Wanfeng Lu (Fudan Univer
 sity)\nTitle: From incomplete observations to predictive dynamics: a Koop
 man–Mori–Zwanzig perspective\n\n15:30-15:50 Coffee break\n\nDistribut
 ional dynamics and operator learning\n\n15:50-16:30 Maria Oprea (Institut
 e of Science and Technology Austria)\nTitle: Learning dynamical systems u
 sing measure based metrics\n\n16:30-16:40 Coffee break\n\n16:40-17:20 Yut
 ong Zhang (Fudan University)\nTitle: Distributional prediction of single-
 cell dynamics\n\n17:20-17:30 Coffee break\n\n17:30-18:10 Yuanchao Xu (Kyo
 to University)\nTitle: Learning Kolmogorov backward operators for spectra
 l analysis and forecasting: a data-driven variational Galerkin framework\
 n\nDay 3\n\nNovember 27 · Friday\n\nClimate dynamics and data assimilati
 on\n\n10:00-10:40 Claire Valva (Online) (California Institute of Technolo
 gy)\nTitle: Analysis and forecasting of the tropical atmosphere with Koop
 man operators\n\n10:40-10:50 Coffee break\n\n10:50-11:30 Pin-Ying Wu (Kyo
 to University)\nTitle: Data-driven sensitivity analysis of atmospheric dy
 namics using ensembles\n\n11:30-11:40 Coffee break\n\n11:40-12:20 Kota Ta
 keda (Nagoya University)\nTitle: Ensemble data assimilation in high-dimen
 sional chaotic systems: exploiting low-dimensional structures
LOCATION:オンライン
URL:https://techplay.jp/event/1001754?utm_medium=referral&utm_source=ics&ut
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