Scientific Calendar Event



Description

As the world becomes increasingly connected both virtually and physically, aspects of human societies behave more and more like evolved natural systems such as microbial communities and the brain network. Exploration of similarities and differences between them could offer novel insights and understanding that benefit mankind. Both data-driven modelling in the AI community and hypothesis-driven modelling in statistical physics can play important and complementary roles in tackling the hugely complex dynamics and behavior exhibited by these systems. The workshop aims at showcasing some of the successful research outcomes in this rapidly expanding interdisciplinary field, and promoting exchange of ideas and methodologies particularly among the young researchers.

Topics:

  • Social network dynamics (epidemiology, crowdsourcing, opinion dynamics)
  • Statistical mechanics in Data Science (algorithmic phase transitions, spin glasses, compressive sensing)
  • Systems Biology (statistical laws in microbiomes, biological networks)
  • Systems Neuroscience (connectomics, avalanche dynamics, grid cells)
Speakers:
J. BARBIER, ICTP, ITALY
A. BASHAN, BAR-ILAN UNIVERSITY, ISRAEL
L. DAI, SIAT/CAS SHENZHEN, CHINA
A. MUKHERJEE, IIT KHARAGOUR, INDIA
W. QUATTROCIOCCHI, UNIVERSITY OF VENICE, ITALY
A. TREVES, SISSA, ITALY
C. WANG, INST. AUTOMATION/CAS, CHINA
X.-K. XU, DALIAN MINZU UNIVERSITY, CHINA
Z. XU, SHANGHAI JIAOTONG UNIVERSITY, CHINA
Y. YU, FUDAN UNIVERSITY, CHINA
C. ZHOU, HK BAPTIST UNIVERSITY, CHINA
 

Online Broadcast:    https://live.bilibili.com/6782735


Go to day
  • Thursday, 30 July 2020
    • 08:30 - 10:30 Session 1. Spreading and Social Networks
      Moderators: Linyuan Lv (UESTC/CSRC), Matteo Marsili (QLS/ICTP)
      • 08:30 Opening Remarks 5'
      • 08:35 Reconstruction of Transmission Pairs for COVID-19 in Family Clusters by Crowdsourcing Data 30' ( Virtual )
        Speaker: Xiao-Ke Xu (Dalian Minzu University, China)
        Material: Slides Video
      • 09:05 The Rise of Hate Speech in Online Social Media (Language) 30' ( Virtual )
        Speaker: Animesh Mukherjee (IIT Kharagpur, India)
        Material: Slides Video
      • 09:35 Echo Chambers on Social Media. A Data Driven Approach 30'
        Speaker: Walter Quattrociocchi (University of Venice, Italy)
        Material: Slides Video
      • 10:05 Break 25' ( Virtual )
    • 10:30 - 12:00  Session 2. Theory of Machine Learning
      Moderators: Jean Barbier (QLS/ICTP), Haijun Zhou (ITP/CASLL)
      • 10:30 Dynamics of Generative Adversarial Networks in High Dimensional Limit 30' ( Virtual )
        Speaker: Chuang Wang (Inst. Automation/CAS, China)
        Material: Slides Video
      • 11:00 Macro and Micro Perspective to Understand Deep Learning: Frequency Principle and Phase Diagram 30' ( Virtual )
        Speaker: Zhiqin Xu (Shanghai Jiaotong University, China)
        Material: Slides Video
      • 11:30 The All-or-Nothing Phenomenon: a Peculiar Phase Transition in Sparse High-Dimensional Inference and Learning 30' ( Virtual )
        Speaker: Jean Barbier (ICTP, Italy)
        Material: Slides Video
  • Friday, 31 July 2020
    • 08:30 - 10:30 Session 3. Microbiome and Community Ecology
      Moderators: Jacopo Grilli (QLS/ICTP), Liang Tian (HKBU)
      Location: Virtual
      • 08:30 Universal Dynamics in Microbial Ecosystems 45' ( Virtual )
        Speaker: Amir Bashan (Bar-Ilan University, Israel)
        Material: Slides Video
      • 09:15 Fecal Microbiota Transplantation Affects Post-antibiotics Microbiome Restoration and Intestinal Homeostasis in Aging Mice 45' ( Virtual )
        Speaker: Lei Dai (SIAT/CAS, China)
        Material: Slides
      • 10:00 Break 30'
    • 10:30 - 12:00  Session 4. Neural Energy, Dynamics and Representation
      Moderators: Antonio Celani (QLS/ICTP), Changsong Zhou (HBU/CSRC)
      Location: Virtual
      • 10:30 Human Brain Energetic Connectome Based on Neuropil Distribution 30' ( Virtual )
        Speaker: Yuguo Yu (Fudan University, China)
        Material: Video
      • 11:00 From Sparse Irregular Spikes to Critical Avalanches: Cost-efficient Neural Dynamics 30' ( Virtual )
        Speaker: Changsong Zhou (HK Baptist University, China)
        Material: Slides Video
      • 11:30 Creating a Live Crystal in the Lab 30' ( Virtual )
        Speaker: Alessandro Treves (SISSA, Italy)
        Material: Slides