Pith Number

pith:MZL6YZI2

pith:2017:MZL6YZI2EFHQGSNHVEJ5BFGGT2

not attested not anchored not stored refs pending

Local Communication Protocols for Learning Complex Swarm Behaviors with Deep Reinforcement Learning

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

arxiv:1709.07224 v2 · 2017-09-21 · 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{MZL6YZI2EFHQGSNHVEJ5BFGGT2}

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	2026-05-18T00:10:28.491094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6657ec651a214f0349a7a913d094c69eab428b3eabd72f06cd64799a3f15b577

Aliases

arxiv: 1709.07224 · arxiv_version: 1709.07224v2 · doi: 10.48550/arxiv.1709.07224 · pith_short_12: MZL6YZI2EFHQ · pith_short_16: MZL6YZI2EFHQGSNH · pith_short_8: MZL6YZI2

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/MZL6YZI2EFHQGSNHVEJ5BFGGT2 \
  | 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: 6657ec651a214f0349a7a913d094c69eab428b3eabd72f06cd64799a3f15b577

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40666ed06e86458ed901aed2df3e86ca5f9548bf0cc7da52223328d5afbd4ba8",
    "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": "2017-09-21T09:18:09Z",
    "title_canon_sha256": "0c2363907c7dc3c06a24a2172f7dd015db7cdeb09338d11a67108a69ec8b4877"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.07224",
    "kind": "arxiv",
    "version": 2
  }
}