Pith Number

pith:K7FXKX6B

pith:2021:K7FXKX6B3CYJBCCMACGVELJN2L

not attested not anchored not stored refs pending

Learning to Share in Multi-Agent Reinforcement Learning

Ge Li, Yaowei Wang, Yuxuan Yi, Zongqing Lu

arxiv:2112.08702 v2 · 2021-12-16 · 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{K7FXKX6B3CYJBCCMACGVELJN2L}

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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

Achieving Collective Welfare in Multi-Agent Reinforcement Learning via Suggestion Sharing

Receipt and verification

First computed	2026-07-05T04:33:27.666969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57cb755fc1d8b090884c008d522d2dd2d50e7a62ec5413cb6c6db1bcf4ecaa3c

Aliases

arxiv: 2112.08702 · arxiv_version: 2112.08702v2 · doi: 10.48550/arxiv.2112.08702 · pith_short_12: K7FXKX6B3CYJ · pith_short_16: K7FXKX6B3CYJBCCM · pith_short_8: K7FXKX6B

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/K7FXKX6B3CYJBCCMACGVELJN2L \
  | 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: 57cb755fc1d8b090884c008d522d2dd2d50e7a62ec5413cb6c6db1bcf4ecaa3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb63e958b6c344e17d251059704db0fae57f5b9e97e1356c90b72e5de63602d0",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-16T08:43:20Z",
    "title_canon_sha256": "0df3255cc8aec1b468ccd81ba47255a26e3182b85ed8ce4cadb0d68aa50a9cd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08702",
    "kind": "arxiv",
    "version": 2
  }
}