{"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/aslib-a-benchmark-library-for-algorithm","title":"ASlib: A Benchmark Library for Algorithm Selection","arxiv_id":"1506.02465","date":"2015-06-08","proceeding":null,"authors":["Bernd Bischl","Pascal Kerschke","Lars Kotthoff","Marius Lindauer","Yuri Malitsky","Alexandre Frechette","Holger Hoos","Frank Hutter","Kevin Leyton-Brown","Kevin Tierney","Joaquin Vanschoren"],"abstract":"The task of algorithm selection involves choosing an algorithm from a set of\nalgorithms on a per-instance basis in order to exploit the varying performance\nof algorithms over a set of instances. The algorithm selection problem is\nattracting increasing attention from researchers and practitioners in AI. Years\nof fruitful applications in a number of domains have resulted in a large amount\nof data, but the community lacks a standard format or repository for this data.\nThis situation makes it difficult to share and compare different approaches\neffectively, as is done in other, more established fields. It also\nunnecessarily hinders new researchers who want to work in this area. To address\nthis problem, we introduce a standardized format for representing algorithm\nselection scenarios and a repository that contains a growing number of data\nsets from the literature. Our format has been designed to be able to express a\nwide variety of different scenarios. Demonstrating the breadth and power of our\nplatform, we describe a set of example experiments that build and evaluate\nalgorithm selection models through a common interface. The results display the\npotential of algorithm selection to achieve significant performance\nimprovements across a broad range of problems and algorithms.","url_abs":"http://arxiv.org/abs/1506.02465v3","url_pdf":"http://arxiv.org/pdf/1506.02465v3.pdf","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":[{"paper_slug":"aslib-a-benchmark-library-for-algorithm","repo_url":"https://github.com/kvrigor/algosel-rl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"aslib-a-benchmark-library-for-algorithm","repo_url":"https://github.com/mlindauer/asapy","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1506.02465","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1506.02465"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mlindauer/asapy","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kvrigor/algosel-rl","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":1},"by_repo_kind":{"listed":{"samples":1,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"e940ed79cf86d4dc","entry":"get_cdf_x_y","repo":"mlindauer/asapy","repo_kind":"listed","path":"asapy/utils/util_funcs.py","file_url":"https://github.com/mlindauer/asapy/blob/HEAD/asapy/utils/util_funcs.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e940ed79cf86d4dc"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}