Pith Number

pith:LUQYN5UB

pith:2023:LUQYN5UBAFVXFKWPJWTMBHHORF

not attested not anchored not stored refs pending

Efficient Planning in Combinatorial Action Spaces with Applications to Cooperative Multi-Agent Reinforcement Learning

Csaba Szepesv\'ari, Ilija Bogunovic, Johannes Kirschner, Matej Jusup, Seyed Alireza Bakhtiari, Volodymyr Tkachuk

arxiv:2302.04376 v1 · 2023-02-08 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LUQYN5UBAFVXFKWPJWTMBHHORF}

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	2026-07-05T05:40:13.193338Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d2186f681016b72aacf4da6c09cee8954b6d459c22d4fef0110af52416e8ad8

Aliases

arxiv: 2302.04376 · arxiv_version: 2302.04376v1 · doi: 10.48550/arxiv.2302.04376 · pith_short_12: LUQYN5UBAFVX · pith_short_16: LUQYN5UBAFVXFKWP · pith_short_8: LUQYN5UB

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/LUQYN5UBAFVXFKWPJWTMBHHORF \
  | 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: 5d2186f681016b72aacf4da6c09cee8954b6d459c22d4fef0110af52416e8ad8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52cf10096b4be2db1d953352ae761706b8d4cfa55046df9ce9a4f334ed753aeb",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T23:42:49Z",
    "title_canon_sha256": "d7694141ffc6070477f82dd0d8c7b5abfb6ce07444dce97c9baa32d5a5fef556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04376",
    "kind": "arxiv",
    "version": 1
  }
}