Pith. sign in
Pith Number

pith:EA5FPC7I

pith:2025:EA5FPC7ILMVNEEOJZSYPSK74UQ
not attested not anchored not stored refs pending

A Multi-Agent Reinforcement Learning Approach for Cooperative Air-Ground-Human Crowdsensing in Emergency Rescue

Fei-Yue Wang, Junjie Zeng, Jun Zhang, Wenhao Lu, Yonglin Tian, Yong Zhao, Zhengqiu Zhu, Zhong Liu

arxiv:2505.06997 v1 · 2025-05-11 · cs.AI

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\usepackage{pith}
\pithnumber{EA5FPC7ILMVNEEOJZSYPSK74UQ}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T11:01:40.475770Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

203a578be85b2ad211c9ccb0f92bfca43bd745955515c57894f8a03bbf6e417a

Aliases

arxiv: 2505.06997 · arxiv_version: 2505.06997v1 · doi: 10.48550/arxiv.2505.06997 · pith_short_12: EA5FPC7ILMVN · pith_short_16: EA5FPC7ILMVNEEOJ · pith_short_8: EA5FPC7I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EA5FPC7ILMVNEEOJZSYPSK74UQ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 203a578be85b2ad211c9ccb0f92bfca43bd745955515c57894f8a03bbf6e417a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c7334886cb073959a9632857c5f0a574ec8546c82c6972429e65ebdc929a114d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-11T14:49:15Z",
    "title_canon_sha256": "eb9b36eeee978d0fd805157ec091b8a624a0348a9fab3ece51018df4aaf5e194"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06997",
    "kind": "arxiv",
    "version": 1
  }
}