Pith Number

pith:37SV7DLO

pith:2022:37SV7DLOW2UHYCY3RPXJ26I4R3

not attested not anchored not stored refs pending

Coach-assisted Multi-Agent Reinforcement Learning Framework for Unexpected Crashed Agents

Houqiang Li, Jianye Hao, Jian Zhao, Mingyu Yang, Weixun Wang, Wengang Zhou, Xunhan Hu, Youpeng Zhao

arxiv:2203.08454 v1 · 2022-03-16 · 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{37SV7DLOW2UHYCY3RPXJ26I4R3}

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	2026-07-05T04:05:44.816013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfe55f8d6eb6a87c0b1b8bee9d791c8ec90b08bd3d6bbe7d2fabdbb153c4cbe8

Aliases

arxiv: 2203.08454 · arxiv_version: 2203.08454v1 · doi: 10.48550/arxiv.2203.08454 · pith_short_12: 37SV7DLOW2UH · pith_short_16: 37SV7DLOW2UHYCY3 · pith_short_8: 37SV7DLO

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/37SV7DLOW2UHYCY3RPXJ26I4R3 \
  | 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: dfe55f8d6eb6a87c0b1b8bee9d791c8ec90b08bd3d6bbe7d2fabdbb153c4cbe8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "416ca9294c6ef6ef599c00f224b0405fae109b0dc8d1346bbaf5e75dff8ae428",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-16T08:22:45Z",
    "title_canon_sha256": "48a1749cf94c2fc9bec43427c7c8ad2877e8f0f34c84d1e7d17f70e0fa671555"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08454",
    "kind": "arxiv",
    "version": 1
  }
}