Pith Number

pith:SW2FWGHR

pith:2019:SW2FWGHRT3AUCSJCPX67SL4SCE

not attested not anchored not stored refs pending

A Cooperative Multi-Agent Reinforcement Learning Framework for Resource Balancing in Complex Logistics Network

Jiang Bian, Jia Zhang, Tie-Yan Liu, Xihan Li, Yunhai Tong

arxiv:1903.00714 v1 · 2019-03-02 · cs.MA · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SW2FWGHRT3AUCSJCPX67SL4SCE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-17T23:52:13.532900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95b45b18f19ec14149227dfdf92f921118379f3fb351e2790c0eb80bf817051a

Aliases

arxiv: 1903.00714 · arxiv_version: 1903.00714v1 · doi: 10.48550/arxiv.1903.00714 · pith_short_12: SW2FWGHRT3AU · pith_short_16: SW2FWGHRT3AUCSJC · pith_short_8: SW2FWGHR

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SW2FWGHRT3AUCSJCPX67SL4SCE \
  | 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: 95b45b18f19ec14149227dfdf92f921118379f3fb351e2790c0eb80bf817051a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e3a1b3e1a27472562660749408d733d263661e6c8b97cb3dc63b4654a0a7b48",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2019-03-02T14:55:40Z",
    "title_canon_sha256": "92a6192f84263749303cecd06a973419b17be29cc757ca7a4786f3e918067b8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.00714",
    "kind": "arxiv",
    "version": 1
  }
}