Pith Number

pith:4ARQQ6AQ

pith:2025:4ARQQ6AQYLXOYL3CDHULDKW4PM

not attested not anchored not stored refs pending

Learning Individual Intrinsic Reward in Multi-Agent Reinforcement Learning via Incorporating Generalized Human Expertise

Chunlin Chen, Xiao Yin, Xuefei Wu, Yuanyang Zhu

arxiv:2507.18867 v1 · 2025-07-25 · cs.LG · cs.AI · 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{4ARQQ6AQYLXOYL3CDHULDKW4PM}

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

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:42:59.881593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e023087810c2eeec2f6219e8b1aadc7b3a0d4af006e75069d486dd917adb3ce3

Aliases

arxiv: 2507.18867 · arxiv_version: 2507.18867v1 · doi: 10.48550/arxiv.2507.18867 · pith_short_12: 4ARQQ6AQYLXO · pith_short_16: 4ARQQ6AQYLXOYL3C · pith_short_8: 4ARQQ6AQ

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/4ARQQ6AQYLXOYL3CDHULDKW4PM \
  | 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: e023087810c2eeec2f6219e8b1aadc7b3a0d4af006e75069d486dd917adb3ce3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b90c7a6e1772838f25ad9778b5045567d87b2374e67570ad81b786534aa42ca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-25T00:59:10Z",
    "title_canon_sha256": "1e137f7c0ca371ece423e979a53305eea883cb24eec58aa4ecb57d59b591dfa0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18867",
    "kind": "arxiv",
    "version": 1
  }
}