Pith Number

pith:SNZQP266

pith:2021:SNZQP266L6JWTUG7FPOUEKCWDR

not attested not anchored not stored refs pending

Deep Multiagent Reinforcement Learning: Challenges and Directions

Anna V. Kononova, Annie Wong, Aske Plaat, Thomas B\"ack

arxiv:2106.15691 v2 · 2021-06-29 · cs.LG · cs.AI · cs.MA · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNZQP266L6JWTUG7FPOUEKCWDR}

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

CoComposer: LLM Multi-agent Collaborative Music Composition

Receipt and verification

First computed	2026-07-05T05:06:01.163724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

937307ebde5f9369d0df2bdd4228561c72bd5260aad3ce5267e2c453ececcdcc

Aliases

arxiv: 2106.15691 · arxiv_version: 2106.15691v2 · doi: 10.48550/arxiv.2106.15691 · pith_short_12: SNZQP266L6JW · pith_short_16: SNZQP266L6JWTUG7 · pith_short_8: SNZQP266

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/SNZQP266L6JWTUG7FPOUEKCWDR \
  | 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: 937307ebde5f9369d0df2bdd4228561c72bd5260aad3ce5267e2c453ececcdcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36ed96a89b683de611df4a42086509ad0049da402e74798e98f27c13a11de9be",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-29T19:53:15Z",
    "title_canon_sha256": "69757a59431902b15f39a93895bec7b7242f494ad02135d188c4a14fa5eb9d2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.15691",
    "kind": "arxiv",
    "version": 2
  }
}