{
  "annotation_id": "fc0c599f-a142-4264-833d-d57a0e586a3e",
  "date_created": "2026-03-02T18:00:50.144000Z",
  "date_modified": "2026-03-02T18:00:50.144000Z",
  "file_hash": "4d1f622e5a16e5d99383f0f9e14ec98413165a10eedf7919f7be01d29dc943e2",
  "private": false,
  "record": {
    "abstract": "This letter studies synchronization conditions for distributed dynamic\nnetworks with different types of leaders. The role of a leader specifying a\ndesired global state trajectory through local interactions (the power leader)\nhas long been recognized and modeled. This paper introduces the complementary\nnotion of a knowledge leader holding information on the target dynamics, which\nis propagated to the entire network through local adaptation mechanisms.\nKnowledge-based leader-followers networks have many analogs in biology, e.g.,\nin evolutionary processes and disease propagation. Different types of leaders\ncan co-exist in the same network.",
    "arxiv_id": "physics/0407121",
    "authors": [
      "Wei Wang",
      "Jean-Jacques E. Slotine"
    ],
    "categories": [
      "physics.bio-ph"
    ],
    "title": "Where To Go and How To Go: a Theoretical Study of Different Leader Roles   in Networked Systems",
    "url": "https://arxiv.org/abs/physics/0407121"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "2c8fa8ad-c258-449f-9c1f-44573c88b5f4",
    "id": "arXiv Dataset IDs",
    "type": "Model",
    "variant": "snapshot-2026-03-01",
    "version": "0.1.0"
  },
  "user_id": 1000002
}