Pith Number

pith:QHCDCYQR

pith:2023:QHCDCYQR343ZL6HTSK7QM5INXA

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and Challenges

Guanjun Liu, Ying Tang, Ziyuan Zhou

arxiv:2305.10091 v1 · 2023-05-17 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QHCDCYQR343ZL6HTSK7QM5INXA}

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

Learning To Communicate Over An Unknown Shared Network

Receipt and verification

First computed	2026-07-05T08:28:00.847041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81c4316211df3795f8f392bf06750db83d4d4c540913d58d8f359cca6ee71541

Aliases

arxiv: 2305.10091 · arxiv_version: 2305.10091v1 · doi: 10.48550/arxiv.2305.10091 · pith_short_12: QHCDCYQR343Z · pith_short_16: QHCDCYQR343ZL6HT · pith_short_8: QHCDCYQR

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/QHCDCYQR343ZL6HTSK7QM5INXA \
  | 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: 81c4316211df3795f8f392bf06750db83d4d4c540913d58d8f359cca6ee71541

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15ede375fc000ef4b878da6d0fbf54d37961e07151f5c2b4cf7638135ad70c52",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-17T09:53:13Z",
    "title_canon_sha256": "4d243e14b894522b39da98f961768142bf6a3ee4a3df23dce653151ff57d40ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10091",
    "kind": "arxiv",
    "version": 1
  }
}