AI4Science workshop

18 Sept 2023, 09:20 → 22 Sept 2023, 21:00 Europe/Zurich

FIAS

Horst Stoecker (GSi), Jan Steinheimer (Frankfurt Institute for Advanced Studies), Kai Zhou (FIAS, Goethe-University Frankfurt am Main)

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

09:20 → 09:50 Arrival and Registration

09:50 → 10:10 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

10:10 → 11:00 General Introduction of Xidian University and Some Recent Research work in AI for Science.

Speaker: Bazhong Shen

11:00 → 11:30 Coffee break

11:30 → 12:00 A Physics-based neural network reconstruction of the dense matter equation of state

Speaker: Shriya Soma

XidianFIAS_Soma.pdf

12:00 → 12:30 AI for High energy heavy Ion collisions

Speaker: Manjunath Omana Kuttan (Frankfurt Institute for Advanced Studies)

12:30 → 14:00 Lunch

14:00 → 14:30 Seek for the next trend for autonomous driving research at the turning point

Speaker: Kai Sheng (Xidian)

14:30 → 15:00 Message passing algorithm and it's application in ISAR Imaging

Speaker: Hailong Kang

15:00 → 15:30 Modulation recognition

Speaker: Chunxi Dong

15:30 → 16:00 Coffee break

16:00 → 16:30 Climate change and Energy-Networks

Speaker: Markus Schlott (FIAS)

16:30 → 17:00 Optimal Power Flow in Highly Renewable Power System Based on Attention Neural Networks

Speaker: Chen Li (FIAS)

17:00 → 17:30 Mean field model and mean field game

Speaker: Lijun Bo (Xidian)

17:30 → 20:00 Reception

Tuesday 19 September

09:30 → 10:00 Arrival

10:00 → 10:30 AI for Seismology

Speaker: Nishtha Srivastava (FIAS)

10:30 → 11:00 SAIPy: A Python Package for Single-Station Earthquake Monitoring using Deep Learning

Speaker: Megha Chakraborty (FIAS)

11:00 → 11:30 Coffee break

11:30 → 12:00 A Deep Learning Approach for Large Earthquake Monitoring using High Rate-Global Navigation Satellite System Data

Speaker: Claudia Quinteros (FIAS)

12:00 → 12:30 Testing the Potential of Deep Learning in Earthquake Forecasting

Speaker: Jonas Köhler (FIAS)

12:30 → 14:00 Lunch

14:00 → 14:30 Near field ISAR Imaging Method

Speaker: Jixiang Fu (FIAS)

15:00 → 15:30 Amplitude-Phase retrieval for Terahertz Holography with Physics-Informed Deep Learning

Speaker: Mingjun Xian (FIAS)

15:30 → 16:00 Coffee break

16:00 → 16:30 Application of PINNs to the spatiotemporal spread of Infectious diseases

Speaker: Han Shuai (FIAS)

16:30 → 17:00 Machine learning combined with imaging for disease detection

Speaker: Ruichan Lyu (Xidian)

18:00 → 21:00 Workshop Dinner

@ Apfelwein Wagner

Wednesday 20 September

09:30 → 10:00 Address from the Director of FIAS

Speaker: Eckhard Elsen (Deutsches Elektronen-Synchrotron (DE))

10:00 → 10:30 Combining Invariant and Equivariant Representations Using Contrastive and Predictive Learning

Speaker: Xia Xu (FIAS)

10:30 → 11:00 CRE: Circle relationship embedding of patches in vision transformer

Speaker: Zhengyang Yu (FIAS)

11:00 → 11:30 Coffee break

11:30 → 12:00 Identifying lightning structures via machine learning

12:00 → 12:30 Approximating Nash equilibrium for production control

Speaker: Tongqing Li (Xidian)

12:30 → 14:00 Lunch

14:00 → 14:30 Space target 3D reconstruction and attitude estimation

Speaker: Dan Xu (Xidian)

14:30 → 15:00 Odor perceptron under uncontrolled environment

Speaker: Taoping Liu (Xidian)

15:00 → 15:30 Speech emotion recognition

Speaker: Yu Gu (Xidian)

15:30 → 16:00 Coffee break

16:00 → 16:30 Radar remote sensing interpretation and application

Speaker: Bo Ren (Xidian)

16:30 → 17:00 TBA

Speaker: Omar El Sayed (FIAS)

17:00 → 17:30 Deep Learning for Semiconductor Materials

Speaker: Yong Xie (Xidian)

Thursday 21 September

08:30 → 20:00 Excursion

Friday 22 September

09:30 → 10:00 Arrival

10:00 → 10:30 Bayesian inference for mechanical stress estimation in developmental biology

Speaker: Zoe Lange (FIAS)

10:30 → 11:00 The emergence of neural representations

Speaker: Matthias Kaschube (FIAS)

11:00 → 11:30 Coffee break

11:30 → 12:00 Investigating mechanisms of biomolecular self‐organization with computational intelligence

Zoom talk

Speaker: Roberto Covino (FIAS)

12:00 → 12:30 Closing

12:30 → 17:30 Free afternoon

18:00 → 21:00 Farewell dinner at Lahmer Esel