Pith Number

pith:Y45UKSPP

pith:2022:Y45UKSPPZEH7HK3AKCSJDB2BDB

not attested not anchored not stored refs pending

Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation

Hamsa Balakrishnan, Karthik Gopalakrishnan, Kenneth Choi, Siddharth Nayak, Sydney Dolan, Wenqi Ding

arxiv:2211.02127 v3 · 2022-11-03 · cs.MA · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y45UKSPPZEH7HK3AKCSJDB2BDB}

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

SRMT: Shared Memory for Multi-agent Lifelong Pathfinding

Receipt and verification

First computed	2026-07-05T06:10:21.575388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c73b4549efc90ff3ab6050a4918741185698cd5dee21308f38807e290da7fdd4

Aliases

arxiv: 2211.02127 · arxiv_version: 2211.02127v3 · doi: 10.48550/arxiv.2211.02127 · pith_short_12: Y45UKSPPZEH7 · pith_short_16: Y45UKSPPZEH7HK3A · pith_short_8: Y45UKSPP

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/Y45UKSPPZEH7HK3AKCSJDB2BDB \
  | 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: c73b4549efc90ff3ab6050a4918741185698cd5dee21308f38807e290da7fdd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ccd3403bc9dd03fb6ff65a4a215ca8c120234918d3f753a86cc65cb74e5a6a2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-11-03T20:02:45Z",
    "title_canon_sha256": "6d1294ddcc1054a5f8c817e47209391ac6a1d12d43b11c194b524c6c867e773b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02127",
    "kind": "arxiv",
    "version": 3
  }
}