{"url":"/task/leadership-inference","name":"Leadership Inference","slug":"leadership-inference","description_markdown":"Leadership is a process of individuals (leaders) who influence a group to achieve collective goals. In nature, leadership can be viewed as a process of initiation of coordinated activity. In the task of leadership inference, the main goals are to infer leaders, relationships between leaders and followers, as well as the process of leaders use to influence the group to achieve collective decisions. In machine learning, leadership inference can be viewed as a problem of finding a latent multi-agent system that governs behaviors of group of individuals from data.","categories":[],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"derived"},"counts":{"papers_tagged":5,"papers_with_code":4,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"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":0,"subtasks":0,"parent_tasks":0},"benchmarks":[],"datasets":[],"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":4,"of":4,"tagged_in_all":5,"items":[{"url":"/paper/variable-lag-granger-causality-and-transfer","title":"Variable-lag Granger Causality and Transfer Entropy for Time Series Analysis","date":"2020-02-01","arxiv_id":"2002.00208","repositories_listed":2,"syntology":null},{"url":"/paper/variable-lag-granger-causality-for-time","title":"Variable-lag Granger Causality for Time Series Analysis","date":"2019-12-18","arxiv_id":"1912.10829","repositories_listed":2,"syntology":null},{"url":"/paper/inferring-coordination-strategies-from-time","title":"Framework for Inferring Following Strategies from Time Series of Movement Data","date":"2019-11-04","arxiv_id":"1911.01366","repositories_listed":1,"syntology":null},{"url":"/paper/flica-a-framework-for-leader-identification","title":"Coordination Event Detection and Initiator Identification in Time Series Data","date":"2016-03-04","arxiv_id":"1603.01570","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"}}