Pith Number

pith:NALXRUBE

pith:2024:NALXRUBESCJQ4OAVIM3HKH7EHL

not attested not anchored not stored refs pending

Dynamic Graph Communication for Decentralised Multi-Agent Reinforcement Learning

Ben McClusky

arxiv:2501.00165 v1 · 2024-12-30 · 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{NALXRUBESCJQ4OAVIM3HKH7EHL}

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	2026-07-05T09:55:40.133657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

681778d02490930e38154336751fe43ae5314fa33175c49f2e3ac66a68273eed

Aliases

arxiv: 2501.00165 · arxiv_version: 2501.00165v1 · doi: 10.48550/arxiv.2501.00165 · pith_short_12: NALXRUBESCJQ · pith_short_16: NALXRUBESCJQ4OAV · pith_short_8: NALXRUBE

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/NALXRUBESCJQ4OAVIM3HKH7EHL \
  | 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: 681778d02490930e38154336751fe43ae5314fa33175c49f2e3ac66a68273eed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b88a65bb530bf5011074bff6dcb4fc3f2208a7b613ef1234bbe5b10091e54f09",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-30T22:16:50Z",
    "title_canon_sha256": "a9c14a5863948e8bcddc1046cbb6a73bed3b062f812046719c0eed34b5e166cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00165",
    "kind": "arxiv",
    "version": 1
  }
}