Pith Number

pith:JLOBCTOR

pith:2023:JLOBCTOR3CFF6KP4NGKZBRYUNV

not attested not anchored not stored refs pending

Learning Reward Machines in Cooperative Multi-Agent Tasks

Alessandra Russo, Daniel Furelos-Blanco, Leo Ardon

arxiv:2303.14061 v4 · 2023-03-24 · cs.AI · cs.MA · cs.SC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JLOBCTOR3CFF6KP4NGKZBRYUNV}

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	2026-07-05T10:14:01.249759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4adc114dd1d88a5f29fc699590c7146d7db46ab27eacebde3a9f217ee76e8a5f

Aliases

arxiv: 2303.14061 · arxiv_version: 2303.14061v4 · doi: 10.48550/arxiv.2303.14061 · pith_short_12: JLOBCTOR3CFF · pith_short_16: JLOBCTOR3CFF6KP4 · pith_short_8: JLOBCTOR

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/JLOBCTOR3CFF6KP4NGKZBRYUNV \
  | 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: 4adc114dd1d88a5f29fc699590c7146d7db46ab27eacebde3a9f217ee76e8a5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f0f2b9cdbe40ea2c4f5efafbbbd0aed68bfcb1a4317df9e4908e0458e5e0331",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.SC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-24T15:12:28Z",
    "title_canon_sha256": "d6bff939802bd3cb6ccfb03ee0a3dfe6c7f4497771a9fbdd37ed54bb8046442c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14061",
    "kind": "arxiv",
    "version": 4
  }
}