Pith Number

pith:KCZB733Y

pith:2024:KCZB733YZ4XVXYH4NCXRVGSKQP

not attested not anchored not stored refs pending

Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems

Joshua Holder, Mehran Mesbahi, Natasha Jaques

arxiv:2412.15573 v1 · 2024-12-20 · cs.MA · 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{KCZB733YZ4XVXYH4NCXRVGSKQP}

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	2026-07-05T09:52:25.785507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50b21fef78cf2f5be0fc68af1a9a4a83d830957446f62f4c6e0a6ad912ea3fa3

Aliases

arxiv: 2412.15573 · arxiv_version: 2412.15573v1 · doi: 10.48550/arxiv.2412.15573 · pith_short_12: KCZB733YZ4XV · pith_short_16: KCZB733YZ4XVXYH4 · pith_short_8: KCZB733Y

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/KCZB733YZ4XVXYH4NCXRVGSKQP \
  | 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: 50b21fef78cf2f5be0fc68af1a9a4a83d830957446f62f4c6e0a6ad912ea3fa3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f1ee72907ba579b88afcdf5ca50eca9b565ea0e9c3eb08789b3021015a903fa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-20T05:10:34Z",
    "title_canon_sha256": "92d07a2c63381e81424a2ba2c2bd36ad207b50143115d6914f2100228e07cae8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15573",
    "kind": "arxiv",
    "version": 1
  }
}