ICLR is going to have a big discussion on the deep generation model. Max welling and the winner of the AAAI million dollar award are here. Bengio is one of the organizers

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Use depth generation model to do Scientific discovery , It's a lot AI Daniel's recent research trends .

In the latest ICLR 2022 On , Include Max Welling and Regina Barzilay Wait for Daniel , Will participate in a big discussion about the depth generation model .

Depth generation model （Deep Generative Models）, That is, deep neural network combined with generation model , The latter is the use of computers to synthesize natural languages 、 A model of data such as pictures . Typical depth generation model representatives include VAE、GAN etc. .

you 're right , This is the latest ICLR 2022 Of Workshop,Yoshua Bengio Will also participate as one of the organizers .

therefore , What are the discussions about the depth generation model in this seminar ？

AI What kind of latest research will Daniel do to share ？

Let's see .

Wellings and AAAI The million dollar prize winners are here

At this year's Seminar , Many big bulls will publish models with depth generation （DGM） Related speeches .

If you look carefully, you will find , The latest research directions of many Daniel , Both with DGM+ Related to natural scientific discoveries .

For example, famous AI Daniel Wellings （Max Welling）.

As a professor at the University of Amsterdam ,Max Welling Served as vice president of Qualcomm technologies , stay Google Scholar The number of references on has reached 67000+,H Index 80.

in fact , It is the well-known variation of the depth generation model Automatic encoder （VAE） One of the proponents of .

Last year, , He announced that he would join Microsoft Research （MSR）, use AI The method of molecular simulation .

At this seminar , He will also do with depth generation models in Molecular simulation Keynote speech on Application in the direction , Introduce some research results in Microsoft .

Another example is from MIT CSAIL Professor of Regina Barzilay professor .

She developed for early warning and prevention of breast cancer 、 Developing antibiotics and other drugs ML Model , And in 2022 Won the world's largest AI Learn to AAAI Issued by the First AAAI Squirrel AI prize  （ The official website called it “AI Nobel prize ”）, And won a million dollars bonus .

Regina Barzilay He obtained a bachelor's degree from Ben Gurion University in Negev, Israel , Then he went to Columbia University to study for a doctor's degree in computer science , And did a year of postdoctoral research at Cornell University .

At this time workshop On , She will also do research reports related to the molecular field .

Besides , And also from MIT CSAIL Of Allen Zhong, Recently, I made a model generation with depth Understand protein structure Related research , This latest speech , It will also be related to this ;

University of Maryland Pratyush Tiwary The professor's research is related to chemistry , The content of this speech is similar to that of using depth generation model Molecular dynamics Research related ;

And from DeepMind Of Shakir Mohamed, More recently, as the corresponding author , stay Nature It is published in the paper that using the depth generation model to do Weather forecast Related papers .

Of course , In addition to these keynote speeches , This discussion topic also includes the theory of deep generation model and other application directions .

A lot of big bulls contributed to the last session

Different from previous years , This year, Yoshua Bengio From a guest speaker to one of the organizers .

Among the organizers , both DGM+ Related to the application of natural science , There is also focus DGM Own theoretical research .

For example, graduated from George Mason University Du Yuanyou , The research direction is the depth generation model 、 Protein structure prediction and other biological directions ;MIT assistant professor Yoon Kim More attention is paid to the depth generation model in NLP Applications in the field ……

In the last term ICLR 2019 Workshop On , There are also many big bulls who contributed .

Include UC Berkeley computer Professor Trevor Darrell （ Jiayangqing once developed in the team Caffe）, Professor Stanford Stefano Ermon and Michael S. Bernstein,MIT professor Antonio Torralba etc. , All this time Workshop Submitted papers related to the depth generation model .

The research direction is also various , from GAN To the theory of automatic encoder , Or the application of depth generation model in various fields , There are involved .

Now? , The latest ICLR 2022 workshop , By 2 month 25 You can submit your thesis a few days ago .

Friends who are interested in the direction of depth generation model , You can stamp the address below for submission ~

Submission address ：
https://openreview.net/group?id=ICLR.cc/2022/Workshop/DGM4HSD

ICLR 2022 Workshop Introduce ：
https://deep-gen-struct.github.io/

Reference link ：
[1]https://deep-gen-struct.github.io/iclr2019/papers.html
[2]https://en.wikipedia.org/wiki/Adji_Bousso_Dieng
[3]https://people.csail.mit.edu/zhonge/
[4]https://yuanqidu.github.io/