{"work":{"id":"2f7f6e44-42e7-498e-a68f-a01e092a8903","openalex_id":null,"doi":null,"arxiv_id":"1806.09055","raw_key":null,"title":"DARTS: Differentiable Architecture Search","authors":null,"authors_text":"Darts: Differentiable architecture search , author=","year":2018,"venue":"cs.LG","abstract":"This paper addresses the scalability challenge of architecture search by formulating the task in a differentiable manner. Unlike conventional approaches of applying evolution or reinforcement learning over a discrete and non-differentiable search space, our method is based on the continuous relaxation of the architecture representation, allowing efficient search of the architecture using gradient descent. Extensive experiments on CIFAR-10, ImageNet, Penn Treebank and WikiText-2 show that our algorithm excels in discovering high-performance convolutional architectures for image classification and recurrent architectures for language modeling, while being orders of magnitude faster than state-of-the-art non-differentiable techniques. Our implementation has been made publicly available to facilitate further research on efficient architecture search algorithms.","external_url":"https://arxiv.org/abs/1806.09055","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-05-25T16:36:02.680998+00:00","pith_arxiv_id":"1806.09055","created_at":"2026-05-10T23:20:32.651235+00:00","updated_at":"2026-05-25T16:36:02.680998+00:00","title_quality_ok":true,"display_title":"arXiv preprint arXiv:1806.09055 , year=","render_title":"arXiv preprint arXiv:1806.09055 , year="},"hub":{"state":{"work_id":"2f7f6e44-42e7-498e-a68f-a01e092a8903","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":31,"external_cited_by_count":null,"distinct_field_count":10,"first_pith_cited_at":"2019-06-25T10:12:32+00:00","last_pith_cited_at":"2026-05-21T20:42:06+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-05-27T21:37:57.903389+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":3}],"polarity_counts":[{"context_polarity":"background","n":3}],"runs":{},"summary":{},"graph":{},"authors":[]}}