Pith Number

pith:7LARNXUB

pith:2020:7LARNXUBJOAJOGJJAKYLS4L2GE

not attested not anchored not stored refs pending

Multi-Agent Collaboration via Reward Attribution Decomposition

Huazhe Xu, Joseph E. Gonzalez, Kurt Keutzer, Tianjun Zhang, Xiaolong Wang, Yi Wu, Yuandong Tian

arxiv:2010.08531 v1 · 2020-10-16 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7LARNXUBJOAJOGJJAKYLS4L2GE}

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

Randomness is sometimes necessary for coordination

Receipt and verification

First computed	2026-07-05T01:43:35.787817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fac116de814b8097192902b0b9717a31381846fc70d672cb5f8300a4b75d541d

Aliases

arxiv: 2010.08531 · arxiv_version: 2010.08531v1 · doi: 10.48550/arxiv.2010.08531 · pith_short_12: 7LARNXUBJOAJ · pith_short_16: 7LARNXUBJOAJOGJJ · pith_short_8: 7LARNXUB

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/7LARNXUBJOAJOGJJAKYLS4L2GE \
  | 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: fac116de814b8097192902b0b9717a31381846fc70d672cb5f8300a4b75d541d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d8cc5b140ffb7eb6a856d63a58fd51588edd8ca34894f8ee8e267c43188cdc9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-16T17:42:11Z",
    "title_canon_sha256": "b0f18266083658685288f430cdfcdb4d83d28d991fe15d4de9db8cf93f263d40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08531",
    "kind": "arxiv",
    "version": 1
  }
}