Pith Number

pith:JO7PGWXM

pith:2022:JO7PGWXMLDOB5DH3KOGKEXBPS2

not attested not anchored not stored refs pending

CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning

Houqiang Li, Jiangcheng Zhu, Jian Zhao, Mingyu Yang, Wengang Zhou, Xunhan Hu

arxiv:2203.08412 v1 · 2022-03-16 · 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{JO7PGWXMLDOB5DH3KOGKEXBPS2}

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	2026-07-05T04:05:44.316108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bbef35aec58dc1e8cfb538ca25c2f96825bb79872b952027d82299c8aec112f

Aliases

arxiv: 2203.08412 · arxiv_version: 2203.08412v1 · doi: 10.48550/arxiv.2203.08412 · pith_short_12: JO7PGWXMLDOB · pith_short_16: JO7PGWXMLDOB5DH3 · pith_short_8: JO7PGWXM

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/JO7PGWXMLDOB5DH3KOGKEXBPS2 \
  | 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: 4bbef35aec58dc1e8cfb538ca25c2f96825bb79872b952027d82299c8aec112f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e11579efb62501e2b483ccf03b6e5157f693bbfa4b32fdda252bffe206baa4de",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-03-16T06:03:14Z",
    "title_canon_sha256": "c6d27bbe0ae28174276d6aa5c34160e764b0624fd3774413facaea78b5dd17bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08412",
    "kind": "arxiv",
    "version": 1
  }
}