Pith Number

pith:2WR7RAPB

pith:2023:2WR7RAPBEHTUREUM6ZZXS6JZBY

not attested not anchored not stored refs pending

Mediated Multi-Agent Reinforcement Learning

Dmitry Ivanov, Ilya Zisman, Kirill Chernyshev

arxiv:2306.08419 v1 · 2023-06-14 · cs.MA · cs.GT · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2WR7RAPBEHTUREUM6ZZXS6JZBY}

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	2026-07-05T06:20:52.463577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5a3f881e121e748928cf6737979390e23c7d9884389e19ece432888b0c27a8b

Aliases

arxiv: 2306.08419 · arxiv_version: 2306.08419v1 · doi: 10.48550/arxiv.2306.08419 · pith_short_12: 2WR7RAPBEHTU · pith_short_16: 2WR7RAPBEHTUREUM · pith_short_8: 2WR7RAPB

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/2WR7RAPBEHTUREUM6ZZXS6JZBY \
  | 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: d5a3f881e121e748928cf6737979390e23c7d9884389e19ece432888b0c27a8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87481e9591497fb2d7adc601c8893984e5e2cb593e3c61583546ac172f5788e5",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-06-14T10:31:37Z",
    "title_canon_sha256": "1cbabe5b99a9d521d9b17f823c087d7acbf567e2ee91aecf7021a3329aa916be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08419",
    "kind": "arxiv",
    "version": 1
  }
}