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AI Research Blog - The Transformer Blueprint: A Holistic Guide to the Transformer Neural Network Architecture

A deep dive into Transformer a neural network architecture that was introduced in the famous paper “attention is all you need” in 2017, its applications, impacts, challenges and future directions ....

United States , Dominican Republic , New South Wales , Basil Mustafa , Hesslow Daniel , Dani Yogatama , Vinhq Tran , Tao Qin , Saining Xie , Mishra Gaurav , Huishuai Zhang , Shuai Bai , Sergio Gomez Colmenarejo , Aidann Gomez , Kristina Toutanova , Alaaeldin El Nouby , Michael Laskin , Jacob Andreas , Ivo Danihelka , Soravit Changpinyo , Jacob Devlin , Donald Metzler , Gabriel Barth Maron , Gideon Mann , Colin Raffel , Elvis Saravia ,

Stanford research ushers in a 'new frontier' in tackling global poverty

In the first real-world test of a tool pioneered at Stanford to better evaluate anti-poverty policies, a new study shows the economic benefits of expanding electricity access. ....

Al Qahirah , Nathan Ratledge , Marshall Burke , David Lobell , Nature Communications , Doerr School , Stanford Doerr School Of Sustainability , Stanford Institute For Economic Policy Research , United Nations , Saharan Africa , Stanford Doerr School , Stanford Institute , Economic Policy Research , Stefano Ermon ,

Learning to Imitate

Introduce a simple, stable, and data-efficient framework for learning via imitation of a few experts ....

Jacob Schreiber , Mo Tiwari , Stuart Russel , Brad Porter , Ikuno Kim , Megha Srivastava , Susanr Qi , Sidd Karamcheti , Skanda Vaidyanath , Artificial Intelligence , Inverseq Learning , Behavioral Cloning , Dataset Aggregation , Inverse Reinforcement Learning , Imitation Approaches , Adversarial Imitation Learning , Adversarial Imitation , Carracing Gym , Stefano Ermon ,

Training Smarter Bots for the Real World

With the IQ-Learn approach, robots simply watch humans to learn how to behave. ....

Divyansh Garg , Team Obsidian , Department Of Computer Science At Stanford , Neural Information Processing Systems , Edmund Mills , Imitation Learning , Solve Almost Lifelike Tasks , Stefano Ermon , Computer Science , Ian Goodfellow , Deep Learning , Reinforcement Learning , Space Invaders ,

Stanford researchers use AI to empower environmental regulators

Brick kilns have proliferated across Bangladesh to supply the growing economy with construction materials, which makes it really hard for regulators to keep up with new kilns that are constructed, said co-lead author Nina Brooks, a postdoctoral associate at the University of Minnesota s Institute for Social Research and Data Innovation who did the research while a PhD student at Stanford.
While previous research has shown the potential to use machine learning and satellite observations for environmental regulation, most studies have focused on wealthy countries with dependable data on industrial locations and activities. To explore the feasibility in developing countries, the Stanford-led research focused on Bangladesh, where government regulators struggle to locate highly pollutive informal brick kilns, let alone enforce rules. ....

New York , United States , Jihyeon Lee , David Lobell , Debashish Biswas , Fahim Tajwar , Richard Kushel , Marshall Burke , Stanford Bio , Stephen Luby , Stanford King Center , Global Development , Stanford School Of Medicine , National Science Foundation , Center On Food Security , Stanford School Of Earth , Artificial Intelligence Lab , Stanford School Of Engineering , University Of Minnesota Institute For Social Research , Stanford Woods Institute For The Environment , Stanford Institute For Economic Policy Research , Freeman Spogli Institute For International , Energy Environmental Sciences Stanford Earth , Proceedings Of The National Academy Sciences , International Centre For Diarrheal Disease Research , Stanford Maternal Child Health Research Institute ,