{"id":13784401,"url":"https://github.com/vislearn/IB-INN","last_synced_at":"2025-05-11T19:33:01.534Z","repository":{"id":40956642,"uuid":"241663458","full_name":"vislearn/IB-INN","owner":"vislearn","description":"Code for the paper \"Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification\" (2020)","archived":false,"fork":false,"pushed_at":"2024-05-10T12:09:35.000Z","size":92,"stargazers_count":42,"open_issues_count":9,"forks_count":12,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-05-18T22:49:47.244Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vislearn.png","metadata":{"files":{"readme":"README.rst","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-02-19T16:19:09.000Z","updated_at":"2024-07-11T19:12:26.607Z","dependencies_parsed_at":"2024-07-11T19:22:27.498Z","dependency_job_id":null,"html_url":"https://github.com/vislearn/IB-INN","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vislearn%2FIB-INN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vislearn%2FIB-INN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vislearn%2FIB-INN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vislearn%2FIB-INN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vislearn","download_url":"https://codeload.github.com/vislearn/IB-INN/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225086618,"owners_count":17418765,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-03T19:00:42.316Z","updated_at":"2024-11-17T20:31:56.534Z","avatar_url":"https://github.com/vislearn.png","language":"Python","readme":"\"Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification\" (2020)\n^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\nhttps://arxiv.org/abs/2001.06448\n\nUSAGE\n^^^^^^^^^^^^^^\n\n* All configuration files for all experiments in the paper are contained\n  in the directory 'experiments_configs'.\n\n* Training (for one example configuration):\n\n  .. code:: sh\n  \n    python main.py train experiments_configs/cifar10/beta_ramp/beta_1.0000.ini\n\n* Testing:\n\n  .. code:: sh\n   \n    python main.py test experiments_configs/cifar10/beta_ramp/beta_1.0000.ini`\n\n* The cifar/mnist datasets should be downloaded automatically the first time\n  it is run. For the OoD evaluation, tiny imagenet and quickdraw have to be downloaded\n  separately.\n\nREQUIREMENTS\n^^^^^^^^^^^^^^\n\nTo implement the INNs, we use of the FrEIA library\n(github.com/VLL-HD/FrEIA)\n\n**NOTE** This code currently only works with the previous 0.2 version of FrEIA. To install it:\n\n.. code:: sh\n\n    git clone https://github.com/VLL-HD/FrEIA.git\n    cd FrEIA\n    git checkout v0.2\n    python setup.py develop\n\n**Additional requirements:**\n\nPython \u003e= 3.6\n\n.. code:: sh\n\n    pip install -r requirements.txt\n","funding_links":[],"categories":["📝 Publications \u003csmall\u003e(60)\u003c/small\u003e"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvislearn%2FIB-INN","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvislearn%2FIB-INN","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvislearn%2FIB-INN/lists"}