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.github/PULL_REQUEST_TEMPLATE.md

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### Original article
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**Title:Recurrent World Models Facilitate Policy Evolution**
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**Author(s):David Ha and Jürgen Schmidhuber**
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**Journal (or Conference):Conference on Neural Information Processing Systems (NeurIPS)**
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**Year:2018**
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**Title:**
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**Author(s):**
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**Journal (or Conference):**
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**Year:**
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**DOI:**
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**PDF:http://papers.nips.cc/paper/7512-recurrent-world-models-facilitate-policy-evolution.pdf**
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**PDF:**
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### Replication
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**Author(s)**: Corentin Tallec (*), Léonard Blier (*), Diviyan Kalainathan
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**Author(s)**:
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**Repository**:
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**PDF**:
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**Keywords**: Machine Learning, Reinforcement Learning, Model based RL
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**Language**: English
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**Domain**: Machine Learning
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**Keywords**:
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**Language**:
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**Domain**:
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### Results
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* [ ] Article has been fully replicated
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* [x] Article has been partially replicated
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* [ ] Article has been partially replicated
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* [ ] Article has not been replicated
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.gitignore

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README.md

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## [Re] Recurrent World Models Facilitate Policy Evolution
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**Authors:** Tallec Corentin, Blier Léonard and Kalainathan Diviyan
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### ReScience submission repository
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**Corresponding author:** Tallec Corentin, [email protected]
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This is the submission repository for the [Re**Science** journal](https://rescience.github.io).
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**A reference implementation of:**
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### How to submit an article ?
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Recurrent World Models Facilitate Policy Evolution. David Ha, Jürgen Schmidhuber (2018) In: Advances in Neural Information Processing Systems 31. Ed. by S. Bengio et al.
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In this paper we provide a successful reproduction of the results of Ha et al 2018, and additionally show that using a random recurrent neural network instead of a trained one provide competitive performance.
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1. Create a [github](https://github.com) account
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2. [Fork](https://help.github.com/articles/fork-a-repo/) the [ReScience submission](https://github.com/ReScience/ReScience-submission) repository
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3. Clone this new repository into your desktop environment
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```
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$ git clone https://github.com/YOUR-USERNAME/ReScience-submission
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```
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4. Create a branch (the branch name should be author names separated with dashes)
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```
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$ git checkout -b AUTHOR1-AUTHOR2
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```
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5. Add your code & article (see [author guidelines](https://rescience.github.io/write)) and commit your changes:
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```
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$ git commit -a -m "Some comment"
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```
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6. [Push](https://help.github.com/articles/pushing-to-a-remote/) to github
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```
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$ git push origin AUTHOR1-AUTHOR2
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```
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7. Issue a [pull request](https://help.github.com/articles/using-pull-requests/) (PR) to Re**Science** with title containing author(s) name and follow the template that will appear once you opened the pull request:
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```
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**AUTHOR**
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Dear @ReScience/editors,
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I request a review for the following replication:
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### Original article
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**Title:**
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**Author(s):**
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**Journal (or Conference):**
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**Year:**
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**DOI:**
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**PDF:**
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### Replication
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**Author(s)**:
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**Repository**:
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**PDF**:
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**Keywords**:
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**Language**:
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**Domain**:
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### Results
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* [ ] Article has been fully replicated
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* [ ] Article has been partially replicated
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* [ ] Article has not been replicated
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### Potential reviewers
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<!-- If you know potential reviewers, you can tell us here -->
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<!-- You can look at http://rescience.github.io/board for the -->
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<!-- list of registered reviewers (but you can propose others) -->
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---
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**EDITOR**
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* [ ] Editor acknowledgment
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* [ ] Reviewer 1
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* [ ] Reviewer 2
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* [ ] Review 1 decision [accept/reject]
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* [ ] Review 2 decision [accept/reject]
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* [ ] Editor decision [accept/reject]
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```
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8. You can suggest reviewers from [editorial board](https://rescience.github.io/board).
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9. Answer questions and requests made in the PR conversation page.

article/.gitignore

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article/Makefile

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SOURCE = Tallec-Blier-Kalainathan-2019
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SOURCE = Name-YEAR
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MDFILE = $(SOURCE).md
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BIBFILE = bibliography.bib
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TEXFILE = $(SOURCE).tex
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%.tex: $(MDFILE)
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# @echo "Processing $<"
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@pandoc --standalone \
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--filter pandoc-crossref \
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--filter ~/.cabal/bin/pandoc-crossref \
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--template=$(TEMPLATE) \
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--pdf-engine=xelatex \
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--biblatex \

article/Name-YEAR.md

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---
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Title: "This is the title"
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Author:
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- name: Name Surname
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affiliation: 1
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- name: Name Surname,
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affiliation: 2, 3
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Address:
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- code: 1
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address: Affiliation Dept/Program/Center, Institution Name, City, State, Country
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- code: 2
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address: Affiliation Dept/Program/Center, Institution Name, City, State, Country
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- code: 3
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address: Affiliation Dept/Program/Center, Institution Name, City, State, Country
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Contact:
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Editor:
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- Name Surname
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Reviewer:
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- Name Surname
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- Name Surname
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Publication:
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received: Sep, 1, 2015
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accepted: Sep, 1, 2015
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published: Sep, 1, 2015
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volume: "**1**"
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issue: "**1**"
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date: Sep 2015
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number: 1
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Repository:
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article: "http://github.com/rescience/rescience-submission/article"
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code: "http://github.com/rescience/rescience-submission/code"
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data:
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notebook:
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Reproduction:
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- "Original article (title, authors, journal, doi)"
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Bibliography:
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bibliography.bib
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---
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# Introduction
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