{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/10000-optimal-cvrp-solutions-for-testing","title":"10,000 optimal CVRP solutions for testing machine learning based heuristics","arxiv_id":null,"date":"2021-11-24","proceeding":"AAAI Workshop ML4OR-22 2022 2","authors":["Anonymous"],"abstract":"We introduce a benchmark of 10,000 instances with heterogeneous characteristics for the capacitated vehicle routing problem. We also provide optimal solutions for almost all of them along with a generator to produce additional training and validation data. This benchmark aims to permit a more systematic comparison of machine learning based search algorithms on this important problem. We also emit recommendations regarding the correct use of this dataset.","url_abs":"https://openreview.net/forum?id=yHiMXKN6nTl","url_pdf":"https://openreview.net/pdf?id=yHiMXKN6nTl","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[],"tasks":[{"task_slug":"2d-object-detection","task_name":"2D Object Detection"},{"task_slug":"3d-point-cloud-reinforcement-learning","task_name":"3D Point Cloud Reinforcement Learning"},{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"}],"methods":[{"method_slug":null,"method_name":null}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/3d-point-cloud-reinforcement-learning-on","task":"3D Point Cloud Reinforcement Learning","dataset":"Synthetic OD Data","model":"Modelko","rank_in_archive_order":1,"of":1,"metrics":{"12 steps RMSE":"128"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}