Mini-Workshop on Machine Learning Techniques
for Astrophysics
25-26 November 2024, Fudan University, Shanghai
Participants:
Cosimo Bambi (Fudan, China)
Haiti Cao (Guangzhou Panyu Polytechnic, China)
Sanhanat Deesamutara (SUT, Thailand)
Jiacheng Ding (SHAO/CAS, China)
Ningyue Fan (Fudan, China)
Yimin Huang (Fudan, China)
Yin Li (PCL, China)
Nakarin Mankatwit (SUT, Thailand)
Temurbek Mirzaev (Fudan, China)
Swarnim Shashank (Fudan, China)
Shiyin Shen (SHAO/CAS, China)
Chen Su (SHAO/CAS, China)
Prathak Thongkonsing (SUT, Thailand)
Hubing Xiao (SHNU, China)
Quanfeng Xu (SHAO/CAS, China)
Lili Yang (SYSU Zhuhai, China)
Renhao Ye (SHAO/CAS, China)
Jiajun Zhang (SHAO/CAS, China)
Gechen Zhao (Fudan, China)
Jing Zhou (Fudan, China)
The workshop will be in Room S140, Physics Research Building, Jiangwan Campus. Non-Fudan participants will stay at the Fengjing Hotel, which is close to Exit 7 of Xinjiangwancheng Station and at walking distance from the Physics Research Building. To see how to reach the Physics Research Building and the Fengjing Hotel, visit this page.
Program
25 November (Monday)
09:00-09:30 Opening remarks
09:30-10:00 Shiyin Shen (SHAO/CAS, China), From A to B: AI applications on galaxy images
10:00-10:30 Temurbek Mirzaev (Fudan, China), Machine Learning Basics: Empowering Astrophysical Research
10:30-11:00 Yin Li (PCL, China), Differentiable and symbolic modeling of the Universe in the age of machine learning
11:00-14:00 Lunch
14:00-14:30 Renhao Ye (SHAO/CAS, China), Mock realistic galaxy images for CSST
14:30-15:00 Sanhanat Deesamutara (SUT, Thailand), Photometric reverberation mapping: challenge due to multicolor blackbody and its observation strategies
15:00-15:30 Swarnim Shashank (Fudan, China), Harder Better Faster Stronger X-ray Reflection
15:30-16:00 Hubing Xiao (SHNU, China), Application of Machine Learning Methods in the Study of AGNs
16:00-17:00 Round table
17:00-19:00 Dinner (restaurant on the 3rd floor of the old cafeteria building)
26 November (Tuesday)
09:30-10:00 Jiajun Zhang (SHAO/CAS, China), AI for Cosmology
10:00-10:30 Lili Yang (SYSU Zhuhai, China), The application of ML methods in high-energy astrophysics
10:30-11:00 Prathak Thongkonsing (SUT, Thailand), Investigating parameter relations in X-ray reverberating AGN using symbolic regression
11:00-14:00 Lunch
14:00-14:30 Chen Su (SHAO/CAS, China), Void Lensing x SBI：an application of machine learning enhanced cosmological inference
14:30-15:00 Jiacheng Ding (SHAO/CAS, China), Cosmological Inference from Weak Lensing Shear Maps via Machine Learning
15:00-15:30 Nakarin Mankatwit (SUT, Thailand), AGN coronal height constraint using the random forest regressor
15:30-16:00 Yimin Huang (Fudan, China), Introduce Generative model and attention mechanisms with their applications on Astrophysics
16:00-17:00 Round table
17:00-19:00 Dinner (restaurant on the 3rd floor of the old cafeteria building)