Monte-Carlo Tree Search Aided Contextual Online Learning Approach for Wireless Caching

2018 ◽  
Author(s):  
Yang Du ◽  
Pengyu Gao ◽  
Xiaodong Wang ◽  
Binhong Dong ◽  
Zhi Chen ◽  
...  
Keyword(s):  
Monte Carlo ◽  
Online Learning ◽  
Learning Approach ◽  
Tree Search ◽  
Monte Carlo Tree Search

scholarly journals De Novo Prediction of RNA 3D Structures with Deep Learning

2021 ◽  
Author(s):  
Julius Ramakers ◽  
Christopher Frederik Blum ◽  
Sabrina König ◽  
Stefan Harmeling ◽  
Markus Kollmann
Keyword(s):  
Monte Carlo ◽  
Deep Learning ◽  
Nucleic Acid ◽  
Predictive Power ◽  
De Novo ◽  
Learning Approach ◽  
Tree Search ◽  
Blind Test ◽  
Monte Carlo Tree Search ◽  
Score Model

We present a Deep Learning approach to predict 3D folding structures of RNAs from their nucleic acid sequence. Our approach combines an autoregressive Deep Generative Model, Monte Carlo Tree Search, and a Score Model to find and rank the most likely folding structures for a given RNA sequence. We confirm the predictive power of our approach by setting new benchmarks for some longer sequences in a simulated blind test of the RNA Puzzles prediction challenge.

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