Pith Number

pith:6S4OYVSB

pith:2017:6S4OYVSBYFKHELFICON5G6JXVH

not attested not anchored not stored refs pending

A Study of AI Population Dynamics with Million-agent Reinforcement Learning

Jun Wang, Lantao Yu, Weinan Zhang, Yaodong Yang, Ying Wen, Yiwei Bai, Yong Yu

arxiv:1709.04511 v4 · 2017-09-13 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6S4OYVSBYFKHELFICON5G6JXVH}

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	2026-05-18T00:16:08.709621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4b8ec5641c154722ca8139bd37937a9e599066526b0de89d4b60cdf8a3a995b

Aliases

arxiv: 1709.04511 · arxiv_version: 1709.04511v4 · doi: 10.48550/arxiv.1709.04511 · pith_short_12: 6S4OYVSBYFKH · pith_short_16: 6S4OYVSBYFKHELFI · pith_short_8: 6S4OYVSB

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/6S4OYVSBYFKHELFICON5G6JXVH \
  | 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: f4b8ec5641c154722ca8139bd37937a9e599066526b0de89d4b60cdf8a3a995b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10189d8c6d7561c0287005df8fee93354238e2fc13f05458ea975d78248c840f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-09-13T19:21:57Z",
    "title_canon_sha256": "c942f34f4eeab7c23f7eefb5d692527504ad2f088b7eab2b3454f5bfa06e8764"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.04511",
    "kind": "arxiv",
    "version": 4
  }
}