{"url":"/task/nature-inspired-optimization-algorithm","name":"Nature-Inspired Optimization Algorithm","slug":"nature-inspired-optimization-algorithm","description_markdown":null,"categories":[{"name":"Computer Code","url":"/area/computer-code"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":5,"papers_with_code":2,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/nature-inspired-optimization-algorithm-on","slug":"nature-inspired-optimization-algorithm-on","dataset":"MNIST","dataset_url":"/dataset/mnist","rows_in_archive":2,"metrics":["training time (s)"],"first_row_in_archive_order":{"model":"Position-wise optimizer","paper_title":"Position-wise optimizer: A nature-inspired optimization algorithm","paper_url":"/paper/position-wise-optimizer-a-nature-inspired","paper_date":"2022-04-11","arxiv_id":"2204.05312","code_links":[],"syntology":null}},{"leaderboard":"/sota/nature-inspired-optimization-algorithm-on-1","slug":"nature-inspired-optimization-algorithm-on-1","dataset":"CIFAR-10","dataset_url":"/dataset/cifar-10","rows_in_archive":2,"metrics":["training time (s)"],"first_row_in_archive_order":{"model":"Position-wise optimizer","paper_title":"Position-wise optimizer: A nature-inspired optimization algorithm","paper_url":"/paper/position-wise-optimizer-a-nature-inspired","paper_date":"2022-04-11","arxiv_id":"2204.05312","code_links":[],"syntology":null}}],"datasets":[{"url":"/dataset/cifar-10","name":"CIFAR-10","full_name":"CIFAR-10","num_papers_in_archive":16145},{"url":"/dataset/mnist","name":"MNIST","full_name":"","num_papers_in_archive":7651}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":2,"of":2,"tagged_in_all":5,"items":[{"url":"/paper/flexchunk-enabling-100mx100m-out-of-core-spmv","title":"FlexChunk: Enabling 100M×100M Out-of-Core SpMV (~1.8 min, ~1.7 GB RAM) with Near-Linear Scaling","date":"2025-04-05","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/finite-element-model-updating-using-fish","title":"Finite Element Model Updating Using Fish School Search Optimization Method","date":"2013-08-10","arxiv_id":"1308.2307","repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}