{"forkee":{"id":47655738,"name":"learningSimpleAlgorithms","full_name":"ml-lab/learningSimpleAlgorithms","owner":{"login":"ml-lab","id":14972239,"avatar_url":"https://avatars.githubusercontent.com/u/14972239?v=3","gravatar_id":"","url":"https://api.github.com/users/ml-lab","html_url":"https://github.com/ml-lab","followers_url":"https://api.github.com/users/ml-lab/followers","following_url":"https://api.github.com/users/ml-lab/following{/other_user}","gists_url":"https://api.github.com/users/ml-lab/gists{/gist_id}","starred_url":"https://api.github.com/users/ml-lab/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ml-lab/subscriptions","organizations_url":"https://api.github.com/users/ml-lab/orgs","repos_url":"https://api.github.com/users/ml-lab/repos","events_url":"https://api.github.com/users/ml-lab/events{/privacy}","received_events_url":"https://api.github.com/users/ml-lab/received_events","type":"Organization","site_admin":false},"private":false,"html_url":"https://github.com/ml-lab/learningSimpleAlgorithms","description":"We present an approach for learning simple algorithms such as copying, multi-digit addition and single digit multiplication directly from examples. Our framework consists of a set of interfaces, accessed by a controller. Typical interfaces are 1-D tapes or 2-D grids that hold the input and output data. For the controller, we explore a range of neural network-based models which vary in their ability to abstract the underlying algorithm from training instances and generalize to test examples with many thousands of digits. The controller is trained using Q-learning with several enhancements and we show that the bottleneck is in the capabilities of the controller rather than in the search incurred by Q-learning.","fork":true,"url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms","forks_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/forks","keys_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/keys{/key_id}","collaborators_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/teams","hooks_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/hooks","issue_events_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/issues/events{/number}","events_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/events","assignees_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/assignees{/user}","branches_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/branches{/branch}","tags_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/tags","blobs_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/git/refs{/sha}","trees_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/git/trees{/sha}","statuses_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/statuses/{sha}","languages_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/languages","stargazers_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/stargazers","contributors_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/contributors","subscribers_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/subscribers","subscription_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/subscription","commits_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/commits{/sha}","git_commits_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/git/commits{/sha}","comments_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/comments{/number}","issue_comment_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/issues/comments{/number}","contents_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/contents/{+path}","compare_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/compare/{base}...{head}","merges_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/merges","archive_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/downloads","issues_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/issues{/number}","pulls_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/pulls{/number}","milestones_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/milestones{/number}","notifications_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/labels{/name}","releases_url":"https://api.github.com/repos/ml-lab/learningSimpleAlgorithms/releases{/id}","created_at":"2015-12-08T23:23:50Z","updated_at":"2015-12-08T23:18:59Z","pushed_at":"2015-12-07T21:39:03Z","git_url":"git://github.com/ml-lab/learningSimpleAlgorithms.git","ssh_url":"git@github.com:ml-lab/learningSimpleAlgorithms.git","clone_url":"https://github.com/ml-lab/learningSimpleAlgorithms.git","svn_url":"https://github.com/ml-lab/learningSimpleAlgorithms","homepage":null,"size":28,"stargazers_count":0,"watchers_count":0,"language":null,"has_issues":false,"has_downloads":true,"has_wiki":true,"has_pages":false,"forks_count":0,"mirror_url":null,"open_issues_count":0,"forks":0,"open_issues":0,"watchers":0,"default_branch":"master","public":true}}