Pith Number

pith:AV3ABTVN

pith:2021:AV3ABTVNLGSITLSXTY2LJQULSU

not attested not anchored not stored refs pending

Exploration-Exploitation in Multi-Agent Competition: Convergence with Bounded Rationality

Georgios Piliouras, Kelly Spendlove, Stefanos Leonardos

arxiv:2106.12928 v1 · 2021-06-24 · cs.GT · cs.LG · cs.MA · econ.TH · math.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AV3ABTVNLGSITLSXTY2LJQULSU}

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	2026-07-05T02:52:07.548410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

057600cead59a489ae579e34b4c28b95011a56f88b31f16478808019f0d616a3

Aliases

arxiv: 2106.12928 · arxiv_version: 2106.12928v1 · doi: 10.48550/arxiv.2106.12928 · pith_short_12: AV3ABTVNLGSI · pith_short_16: AV3ABTVNLGSITLSX · pith_short_8: AV3ABTVN

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/AV3ABTVNLGSITLSXTY2LJQULSU \
  | 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: 057600cead59a489ae579e34b4c28b95011a56f88b31f16478808019f0d616a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d53a4ade5a73902ec6961c40d4c2fa65703610c1b6121e9ab9ab7362713e2328",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "econ.TH",
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2021-06-24T11:43:38Z",
    "title_canon_sha256": "992ae300ad8753ddcc33aa2a5fafc53375e4d7c42706a5c02a96bc3710262e38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12928",
    "kind": "arxiv",
    "version": 1
  }
}