Pith Number

pith:RG6R3YPX

pith:2022:RG6R3YPX6SZ3RGDQRUDJTJ6KV4

not attested not anchored not stored refs pending

SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning

Anuj Mahajan, Benjamin Ellis, Jakob N. Foerster, Jonathan Cook, Mikayel Samvelyan, Mingfei Sun, Shimon Whiteson, Skander Moalla

arxiv:2212.07489 v2 · 2022-12-14 · 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{RG6R3YPX6SZ3RGDQRUDJTJ6KV4}

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

Play Like Champions: Counterfactual Feedback Generation in Latent Space

Receipt and verification

First computed	2026-07-05T07:01:38.404838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89bd1de1f7f4b3b898708d0699a7caaf146c24b42586cff128df8918c18b5f25

Aliases

arxiv: 2212.07489 · arxiv_version: 2212.07489v2 · doi: 10.48550/arxiv.2212.07489 · pith_short_12: RG6R3YPX6SZ3 · pith_short_16: RG6R3YPX6SZ3RGDQ · pith_short_8: RG6R3YPX

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/RG6R3YPX6SZ3RGDQRUDJTJ6KV4 \
  | 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: 89bd1de1f7f4b3b898708d0699a7caaf146c24b42586cff128df8918c18b5f25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "291fca8e38a80609906b920545268b439551817b8b5915f4ed9bac0a211a5553",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-14T20:15:19Z",
    "title_canon_sha256": "6d630cb9ba8290ea54b4e9a4c9726d9eae09b97ace49a34182b0af7f4cd30a01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07489",
    "kind": "arxiv",
    "version": 2
  }
}