Pith Number

pith:GHIQPOTF

pith:2023:GHIQPOTFFSQKFYYT2BYIBVBHLV

not attested not anchored not stored refs pending

Maximum Entropy Heterogeneous-Agent Reinforcement Learning

Haobo Fu, Jiarong Liu, Qiang Fu, Siyi Hu, Xiaojun Chang, Yaodong Yang, Yifan Zhong

arxiv:2306.10715 v6 · 2023-06-19 · cs.MA · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHIQPOTFFSQKFYYT2BYIBVBHLV}

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.

Receipt and verification

First computed	2026-07-05T10:30:00.117460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31d107ba652ca0a2e313d07080d4275d490dfca8ff953b097d82dafb5e2b3b6c

Aliases

arxiv: 2306.10715 · arxiv_version: 2306.10715v6 · doi: 10.48550/arxiv.2306.10715 · pith_short_12: GHIQPOTFFSQK · pith_short_16: GHIQPOTFFSQKFYYT · pith_short_8: GHIQPOTF

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/GHIQPOTFFSQKFYYT2BYIBVBHLV \
  | 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: 31d107ba652ca0a2e313d07080d4275d490dfca8ff953b097d82dafb5e2b3b6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f6a038e042a044d7bfd7524cd30353602faa0df531edfea83a1e00cb38abffd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-06-19T06:22:02Z",
    "title_canon_sha256": "abd36ea2e64fdd55899c375c9db2a1807e6bd8ff2b9a7015f87869da453ace2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.10715",
    "kind": "arxiv",
    "version": 6
  }
}