Pith Number

pith:IZ6FRUHF

pith:2017:IZ6FRUHFMEHIJBU2T5EWUBSGCT

not attested not anchored not stored refs pending

Guided Deep Reinforcement Learning for Swarm Systems

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

arxiv:1709.06011 v1 · 2017-09-18 · 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{IZ6FRUHFMEHIJBU2T5EWUBSGCT}

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	2026-05-18T00:34:58.467063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

467c58d0e5610e84869a9f496a064614cc3f711450838c717953cde6c8a710e5

Aliases

arxiv: 1709.06011 · arxiv_version: 1709.06011v1 · doi: 10.48550/arxiv.1709.06011 · pith_short_12: IZ6FRUHFMEHI · pith_short_16: IZ6FRUHFMEHIJBU2 · pith_short_8: IZ6FRUHF

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/IZ6FRUHFMEHIJBU2T5EWUBSGCT \
  | 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: 467c58d0e5610e84869a9f496a064614cc3f711450838c717953cde6c8a710e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d5bc62588fee647d9dff986b1f54270fbc009ce082fc5ae3e5c5b3cccd28528",
    "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": "2017-09-18T15:37:45Z",
    "title_canon_sha256": "cf6b50dc624667f1b83319abf5b6e48da7aea5e538b14c058fb5ce5702d04d23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.06011",
    "kind": "arxiv",
    "version": 1
  }
}