Pith Number

pith:FNBD54Y3

pith:2025:FNBD54Y3WJCXSIGYZRZ2JKJYCI

not attested not anchored not stored refs pending

Asynchronous Cooperative Multi-Agent Reinforcement Learning with Limited Communication

Hamsa Balakrishnan, Jasmine Jerry Aloor, Siddharth Nayak, Sydney Dolan

arxiv:2502.00558 v2 · 2025-02-01 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNBD54Y3WJCXSIGYZRZ2JKJYCI}

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	2026-05-20T02:05:32.760771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b423ef31bb2457920d8cc73a4a93812363ad1022414aa4aa03fe8b16fa5ec2c

Aliases

arxiv: 2502.00558 · arxiv_version: 2502.00558v2 · doi: 10.48550/arxiv.2502.00558 · pith_short_12: FNBD54Y3WJCX · pith_short_16: FNBD54Y3WJCXSIGY · pith_short_8: FNBD54Y3

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/FNBD54Y3WJCXSIGYZRZ2JKJYCI \
  | 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: 2b423ef31bb2457920d8cc73a4a93812363ad1022414aa4aa03fe8b16fa5ec2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8343a5c8672c28957a2402f03a52233517f8fcab1d3b03efa70a0895ff0cd84c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-01T21:04:32Z",
    "title_canon_sha256": "faa2c0c3e083cd55bdf78b00d1dd6eb5a317e7bba5634deeab4db2d72be34cd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00558",
    "kind": "arxiv",
    "version": 2
  }
}