Pith Number

pith:TYP3CKH5

pith:2022:TYP3CKH5MG7VLWIWXZNL2TXJXQ

not attested not anchored not stored refs pending

A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning

Ahmed Elshamanhory, Anam Tahir, Gizem Ekinci, Heinz Koeppl, Kai Cui, Mengguang Li, Yannick Eich

arxiv:2209.03859 v1 · 2022-09-08 · cs.MA · cs.AI · 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{TYP3CKH5MG7VLWIWXZNL2TXJXQ}

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

2 papers in Pith

Mean Field Reinforcement Learning

A Survey of Context Engineering for Large Language Models

Receipt and verification

First computed	2026-07-05T04:55:46.512614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e1fb128fd61bf55d916be5abd4ee9bc398bd645694247b9afd886a9a3d593d3

Aliases

arxiv: 2209.03859 · arxiv_version: 2209.03859v1 · doi: 10.48550/arxiv.2209.03859 · pith_short_12: TYP3CKH5MG7V · pith_short_16: TYP3CKH5MG7VLWIW · pith_short_8: TYP3CKH5

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/TYP3CKH5MG7VLWIWXZNL2TXJXQ \
  | 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: 9e1fb128fd61bf55d916be5abd4ee9bc398bd645694247b9afd886a9a3d593d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d870c44c62099dc79e06c8cb9fd63c0144e773f9e44e2f7e7a7489376b291489",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-09-08T14:58:50Z",
    "title_canon_sha256": "6fea00eacfce9fe523b28fdd3e20ebab01b9908380a29436c712b72e647fd63e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.03859",
    "kind": "arxiv",
    "version": 1
  }
}