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AI4Science workshop

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FIAS

FIAS

Ruth-Moufang-Str.1 60438 Frankfurt am Main
Horst Stoecker (GSi), Jan Steinheimer (Frankfurt Institute for Advanced Studies), Kai Zhou (FIAS, Goethe-University Frankfurt am Main)
Description

The AI4 Science workshop is organized by the Xidian-FIAS international Joint Research Centre at the Frankfurt Institute for Advanced Studies. 

Its aim is to bring together researchers from the differrent fields and scientific communities active at FIAS and Xidian university that are using modern machine learning methods to solve fundamental problems of science.

We will have scientific presentations and discussions with the goal to get a better understanding of the research done at both institutes and to foster and promote research collaborations.

  • Monday 18 September
    • 1
      Arrival and Registration
    • 2
      Welcome and JRC introduction
      Speakers: Horst Stoecker (GSi), Dr Jan Steinheimer (Frankfurt Institute for Advanced Studies), Dr Kai Zhou (FIAS, Goethe-University Frankfurt am Main)
      Information.pdf
    • 3
      General Introduction of Xidian University and Some Recent Research work in AI for Science.
      Speaker: Bazhong Shen
    • 11:00
      Coffee break
    • 4
      A Physics-based neural network reconstruction of the dense matter equation of state
      Speaker: Shriya Soma
      XidianFIAS_Soma.pdf
    • 5
      AI for High energy heavy Ion collisions
      Speaker: Manjunath Omana Kuttan (Frankfurt Institute for Advanced Studies)
    • 12:30
      Lunch
    • 6
      Seek for the next trend for autonomous driving research at the turning point
      Speaker: Kai Sheng (Xidian)
    • 7
      Message passing algorithm and it's application in ISAR Imaging
      Speaker: Hailong Kang
    • 8
      Modulation recognition
      Speaker: Chunxi Dong
    • 15:30
      Coffee break
    • 9
      Climate change and Energy-Networks
      Speaker: Markus Schlott (FIAS)
    • 10
      Optimal Power Flow in Highly Renewable Power System Based on Attention Neural Networks
      Speaker: Chen Li (FIAS)
    • 11
      Mean field model and mean field game
      Speaker: Lijun Bo (Xidian)
    • 17:30
      Reception
  • Tuesday 19 September
    • 09:30
      Arrival
    • 12
      AI for Seismology
      Speaker: Nishtha Srivastava (FIAS)
    • 13
      SAIPy: A Python Package for Single-Station Earthquake Monitoring using Deep Learning
      Speaker: Megha Chakraborty (FIAS)
    • 11:00
      Coffee break
    • 14
      A Deep Learning Approach for Large Earthquake Monitoring using High Rate-Global Navigation Satellite System Data
      Speaker: Claudia Quinteros (FIAS)
    • 15
      Testing the Potential of Deep Learning in Earthquake Forecasting
      Speaker: Jonas Köhler (FIAS)
    • 12:30
      Lunch
    • 16
      Near field ISAR Imaging Method
      Speaker: Jixiang Fu (FIAS)
    • 17
      Amplitude-Phase retrieval for Terahertz Holography with Physics-Informed Deep Learning
      Speaker: Mingjun Xian (FIAS)
    • 15:30
      Coffee break
    • 18
      Application of PINNs to the spatiotemporal spread of Infectious diseases
      Speaker: Han Shuai (FIAS)
    • 19
      Machine learning combined with imaging for disease detection
      Speaker: Ruichan Lyu (Xidian)
    • 18:00
      Workshop Dinner

      @ Apfelwein Wagner

  • Wednesday 20 September
    • 20
      Address from the Director of FIAS
      Speaker: Eckhard Elsen (Deutsches Elektronen-Synchrotron (DE))
    • 21
      Combining Invariant and Equivariant Representations Using Contrastive and Predictive Learning
      Speaker: Xia Xu (FIAS)
    • 22
      CRE: Circle relationship embedding of patches in vision transformer
      Speaker: Zhengyang Yu (FIAS)
    • 11:00
      Coffee break
    • 23
      Identifying lightning structures via machine learning
    • 24
      Approximating Nash equilibrium for production control
      Speaker: Tongqing Li (Xidian)
    • 12:30
      Lunch
    • 25
      Space target 3D reconstruction and attitude estimation
      Speaker: Dan Xu (Xidian)
    • 26
      Odor perceptron under uncontrolled environment
      Speaker: Taoping Liu (Xidian)
    • 27
      Speech emotion recognition
      Speaker: Yu Gu (Xidian)
    • 15:30
      Coffee break
    • 28
      Radar remote sensing interpretation and application
      Speaker: Bo Ren (Xidian)
    • 29
      TBA
      Speaker: Omar El Sayed (FIAS)
    • 30
      Deep Learning for Semiconductor Materials
      Speaker: Yong Xie (Xidian)
  • Thursday 21 September
    • 08:30
      Excursion
  • Friday 22 September
    • 09:30
      Arrival
    • 31
      Bayesian inference for mechanical stress estimation in developmental biology
      Speaker: Zoe Lange (FIAS)
    • 32
      The emergence of neural representations
      Speaker: Matthias Kaschube (FIAS)
    • 11:00
      Coffee break
    • 33
      Investigating mechanisms of biomolecular self‐organization with computational intelligence

      Zoom talk

      Speaker: Roberto Covino (FIAS)
    • 34
      Closing
    • 12:30
      Free afternoon
    • 18:00
      Farewell dinner at Lahmer Esel
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