Judea pearl, Turing prize winner: 19 causal inference papers worth reading recently

In recent days, , Turing award winner 、 Father of causal Science Judea Pearl Shared a list of essays on twitter PDF, Recommended. 19 Most of the articles have been published recently 、 Worth reading about causal inference （ Recommended list download ）, At the same time, special highlight For a moment “Can Foundation Models Talk Causality” This article （ Paper download ）.

meanwhile , To help you quickly understand the main content of these articles , I will recommend this in the list 19 This article makes a simple compilation as follows ：

title ： Analyze the evolutionary drivers of social complexity ： A comprehensive test of assumptions
author / Source ：ET Addicott, EP Fenichel, MA Bradford, ML Pinsky… - Frontiers in Ecology and the …, 2022
brief introduction ： The new era , With the significant increase in the scale and complexity of human society , Generations of scholars have proposed different theories to explain this expansion , From the perspective of functionalism in a broad sense , To focus on ……
Paper download

 

title ： Further understanding of causal theory in Ecological Science
author / Source ：ET Addicott, EP Fenichel, MA Bradford, ML Pinsky… - Frontiers in Ecology and the …, 2022
brief introduction ： Society increasingly needs to accurately predict complex ecosystem processes under new conditions , To meet environmental challenges . However , The knowledge we use to achieve this goal does not necessarily meet ……
Paper download

 

title ： Time Paradox in dynamic causal system
author / Source ：B Rehder, ZJ Davis, N Bramley - Entropy, 2022 
brief introduction ： Recent research shows that , People usually use time information , Including the order 、 Delay and variability to infer the causal relationship between events , In this paper , We will study the role of time in dynamic systems , It leads to some lasting results ……
Paper download

 

title ： Variational causal dynamics ： Discover modular world models from interventions
author / Source ：A Lei, B Schölkopf, I Posner - arXiv preprint arXiv:2206.11131, 2022 
brief introduction ： The potential world model allows agents to reason about complex environments through high-dimensional observations . However , Adapting to the new environment and making effective use of previous knowledge remain major challenges . We are now ……
Paper download

 

title ： Database for reducing the complexity of fluid flow modeling
author / Source ：A Towne, S Dawson, GA Brès, A Lozano-Durán… - arXiv preprint arXiv …, 2022 
brief introduction ： We provide a publicly accessible database , Concepts designed to help fluid mechanics simplify models 、 train 、 demonstration 、 Evaluate and compare . The availability of high-quality flow data for all these ……
Paper download

 

title ： Can the basic model discuss causality ？
author / Source ：M Willig, M Zečević, DS Dhami, K Kersting - arXiv preprint arXiv:2206.10591, 2022 
brief introduction ： Development of basic models , Is being debated continuously AGI The impact of progress issues , And divide the community into two camps ： Those who have obtained impressive research results , It expands the camp of hypothetical evidence ……
Paper download

 

title ： Medical Internet of things （IoMT）& Use stealth technology to protect intelligent society 5.0 The development of
author / Source ：S Dhawan, R Gupta, AK Rana, S Sharma - … Development in Smart Society 5.0: Issues …, 2022 
brief introduction ： The Internet of things （IoT） It is an important part of the world today , It has become an important feature in our daily life . Although the Internet of things brings benefits in many ways . For example, through the Internet of things , Doctors and ……
Paper download

 

title ： Interactive vision and language learning
author / Source ：A Parvaneh - 2022 
brief introduction ： For AI , It is very attractive to interact effectively and efficiently with human beings in the real environment 、 A challenging task . Despite the progress made in deep learning in recent years , Especially in visual and language learning , But there are still ……
Paper download

 

title ： The road to general intelligence
author / Source ：J Swan, E Nivel, N Kant, J Hedges, T Atkinson… - 2022 
brief introduction ： Human beings have always dreamed of automatically completing heavy physical and intellectual tasks , But it turns out , The latter is more elusive than naive speculation . For 70 years , The systematic research of artificial intelligence has witnessed arrogance and ……
Paper download

 

title ： Get rid of the gold standard ： The whole method of causal reasoning of entropy causality diagram
author / Source ：R Kubinec - 2022 
brief introduction ： Although many studies divide research into descriptive research and causal research , But I think causality is a continuous structure , And different reasoning modes —— experiment 、 Observation and mechanical tools —— At most, only partial causal information can be provided . Distinguish ……
Paper download

 

title ： Improve the ability of using digital twins in randomized clinical trials
author / Source ：E Højbjerre-Frandsen, ML Jeppesen, RK Jensen - 2022 
brief introduction ： This paper aims to study how to use historical data to improve randomized clinical trials （RCT） The effect of , And continuously measure the efficacy results . The existing method is based on filling the control arm with a synthetic control arm ……
Paper download

 

title ： Investigate the relationship between diabetes and scapulohumeral periarthritis ： Longitudinal analysis of primary health care medical records
author / Source ：BP Dyer - 2022 
Introduction periarthritis of shoulder is a disease that can cause long-term pain and disability , It has been found to be very common in patients with diabetes . This paper aims to deepen the understanding of the essence of this relationship ……
Paper download

 

title ： British Columbia Haida Gwaii The ecology of amphibians 、 Distribution and population genetics
author / Source ：R Gamlen-Greene - 2022 
brief introduction ： Due to habitat destruction 、 disease 、 Many threats such as non-native species and climate change , The number of amphibians in the world is declining , There is an urgent need for a wise protection strategy . Island populations are particularly at risk ……
Paper download

 

title ： Spatial analysis of opioid overdose prevalence in British Columbia
author / Source ：Z Hu - 2021 
brief introduction ： since 2012 Since then , The number of deaths from illegal opioid overdoses in British Columbia has increased fivefold . Previous studies have identified potential factors that may affect the distribution of the risk of fatal and non fatal drug overdoses , Such as social and economic status 、 Stigma and ……
Paper download

 

title ： Changing facts in children's counterfactual reasoning
author / Source ：I Grosu, A Cournane – 2022 
brief introduction ： Counterfactual reasoning involves thinking about the possibility of inconsistency with the real world , And be able to choose among them in a principled way （Lewis（1979）,ia）. Counterfactual language usually involves conditional structures ……
Paper download

 

title ： Classification counterfactual estimation based on deep twin network
author / Source ：A Vlontzos, B Kainz, C Lee - 2022 
brief introduction ： Counterfactual reasoning is a powerful tool , Able to solve challenging problems in high-profile fields . Counter factual reasoning , Need to understand the potential causal mechanism . However , Causal mechanisms cannot ……
Paper download

 

title ： The people in the intelligent control room are in process and graph theory
author / Source ：S Ghosh - 2021 
brief introduction ： Industry 4.0 And intelligent manufacturing mode aims to make the manufacturing process more flexible , Enable people to make better decisions in the process and develop the workforce . This paper presents the concept of intelligent control ……
Paper download

 

title ： Analyze the relationship between the management practice of public primary schools in Niri county and the implementation of human resources development ……
author / Source ：SK Wakori - 2021 
brief introduction ： The practices adopted by school management play an important role in promoting the motivation of teachers' human resource development . The school ensures that teachers feel comfortable in performing their duties , However, in many public primary schools ……
Article download

 

title ：VU Research Portal
author / Source ：D Coumou 
brief introduction ： In this lesson , I will certainly discuss the types of research we do on extreme weather and climate systems . But I also want to think more broadly about climate science in the past 10 How did it develop in the middle of the year , And how I think it will ……
Paper download