Pith Number

pith:OGXJR43U

pith:2018:OGXJR43UKFTFBVGAMT3EH5JGFW

not attested not anchored not stored refs pending

Transfer Learning versus Multi-agent Learning regarding Distributed Decision-Making in Highway Traffic

Dirk Neumann, Mark Schutera, Markus Reischl, Niklas Goby

arxiv:1810.08515 v1 · 2018-10-19 · cs.LG · cs.AI · cs.CV · 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{OGXJR43UKFTFBVGAMT3EH5JGFW}

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	2026-05-18T00:02:30.027304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71ae98f374516650d4c064f643f5262d99a09f1aea729959180d0ed0c71cc709

Aliases

arxiv: 1810.08515 · arxiv_version: 1810.08515v1 · doi: 10.48550/arxiv.1810.08515 · pith_short_12: OGXJR43UKFTF · pith_short_16: OGXJR43UKFTFBVGA · pith_short_8: OGXJR43U

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/OGXJR43UKFTFBVGAMT3EH5JGFW \
  | 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: 71ae98f374516650d4c064f643f5262d99a09f1aea729959180d0ed0c71cc709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dc1c1d18bbcba3911581dc740d236d832e34c50b54e6710ff6965d956287856",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-19T14:16:25Z",
    "title_canon_sha256": "ef313982a5d96aab30a03fda6b64087288f7f43b4c7c765e0e41fc3165c4f962"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.08515",
    "kind": "arxiv",
    "version": 1
  }
}