Pith Number

pith:XU7GCZD4

pith:2018:XU7GCZD4LVOCYISK7SQ6JNJZ2O

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Swarm Systems

Adrian \v{S}o\v{s}i\'c, Gerhard Neumann, Maximilian H\"uttenrauch

arxiv:1807.06613 v3 · 2018-07-17 · cs.MA · cs.AI · cs.LG · cs.SY · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XU7GCZD4LVOCYISK7SQ6JNJZ2O}

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	2026-05-17T23:44:02.912863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd3e61647c5d5c2c224afca1e4b539d3838553d9777002353590b7f805295b12

Aliases

arxiv: 1807.06613 · arxiv_version: 1807.06613v3 · doi: 10.48550/arxiv.1807.06613 · pith_short_12: XU7GCZD4LVOC · pith_short_16: XU7GCZD4LVOCYISK · pith_short_8: XU7GCZD4

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/XU7GCZD4LVOCYISK7SQ6JNJZ2O \
  | 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: bd3e61647c5d5c2c224afca1e4b539d3838553d9777002353590b7f805295b12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e61d6d4770697831c2c556737ce60952ad7da4c475f576f6ff5740e9be33928",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2018-07-17T18:27:03Z",
    "title_canon_sha256": "99bb0046c4b8b13090f177509669bf57946139e69b837ff5ed7ed0ac53716cac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.06613",
    "kind": "arxiv",
    "version": 3
  }
}