Pith Number

pith:VGQFTGRS

pith:2023:VGQFTGRSP6T5YGEEEYAH42BXAO

not attested not anchored not stored refs pending

Graph Neural Networks for Decentralized Multi-Agent Perimeter Defense

Alejandro Ribeiro, Elijah S. Lee, Lifeng Zhou, Vijay Kumar

arxiv:2301.09689 v1 · 2023-01-23 · cs.MA · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VGQFTGRSP6T5YGEEEYAH42BXAO}

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	2026-07-05T05:35:04.797164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9a0599a327fa7dc188426007e6837039a866df4bfee8b4e9789bf49092786e2

Aliases

arxiv: 2301.09689 · arxiv_version: 2301.09689v1 · doi: 10.48550/arxiv.2301.09689 · pith_short_12: VGQFTGRSP6T5 · pith_short_16: VGQFTGRSP6T5YGEE · pith_short_8: VGQFTGRS

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/VGQFTGRSP6T5YGEEEYAH42BXAO \
  | 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: a9a0599a327fa7dc188426007e6837039a866df4bfee8b4e9789bf49092786e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a363da366374de49115f71dffc9c9212c4a129a156cf4fa4b3b82502eb5b61a1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-01-23T19:35:59Z",
    "title_canon_sha256": "11f19ae5a05ea6ffd743f5449f9e5a382e3e1990fd170b92eba2c706acc216c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09689",
    "kind": "arxiv",
    "version": 1
  }
}