Pith Number

pith:BXWSXS6P

pith:2023:BXWSXS6PJOB2VPXFENBBD5CSL5

not attested not anchored not stored refs pending

Population-based Evaluation in Repeated Rock-Paper-Scissors as a Benchmark for Multiagent Reinforcement Learning

Daniel Hennes, John Schultz, Julien Perolat, Marc Lanctot, Max Olan Smith, Neil Burch, Thomas Anthony

arxiv:2303.03196 v2 · 2023-03-02 · cs.GT · 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{BXWSXS6PJOB2VPXFENBBD5CSL5}

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.

Cited by

1 paper in Pith

IFlowNets: Extending Generative Samplers to Learn Strategies in Incomplete Information Games

Receipt and verification

First computed	2026-07-05T07:07:36.995889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ded2bcbcf4b83aabee5234211f4525f6046743b73dce0fb535418ba0cc7f590

Aliases

arxiv: 2303.03196 · arxiv_version: 2303.03196v2 · doi: 10.48550/arxiv.2303.03196 · pith_short_12: BXWSXS6PJOB2 · pith_short_16: BXWSXS6PJOB2VPXF · pith_short_8: BXWSXS6P

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/BXWSXS6PJOB2VPXFENBBD5CSL5 \
  | 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: 0ded2bcbcf4b83aabee5234211f4525f6046743b73dce0fb535418ba0cc7f590

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17cad7377d35c6e64b6b098c8b67a97aa1263379cc3fce323235ef53315d5dae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-03-02T15:06:52Z",
    "title_canon_sha256": "403d0bb4457e874c5aa9807d433dffd51a9cdc6003f1f9a7867b25045b823d90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.03196",
    "kind": "arxiv",
    "version": 2
  }
}