Pith Number

pith:64FOZWIW

pith:2024:64FOZWIWFANZ7ELEYYTC2J343Y

not attested not anchored not stored refs pending

Composing Reinforcement Learning Policies, with Formal Guarantees

Anna Lukina, Ann Now\'e, Christian Schilling, Florent Delgrange, Guillermo A. P\'erez, Guy Avni

arxiv:2402.13785 v2 · 2024-02-21 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{64FOZWIWFANZ7ELEYYTC2J343Y}

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.

Cited by

1 paper in Pith

Multi-Player Discrete-Bidding Games; Determinacy, Equilibria, and Complexity

Receipt and verification

First computed	2026-07-05T10:27:07.870659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f70aecd916281b9f9164c6262d277cde3e312ead492ed2009d176515ccf07942

Aliases

arxiv: 2402.13785 · arxiv_version: 2402.13785v2 · doi: 10.48550/arxiv.2402.13785 · pith_short_12: 64FOZWIWFANZ · pith_short_16: 64FOZWIWFANZ7ELE · pith_short_8: 64FOZWIW

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/64FOZWIWFANZ7ELEYYTC2J343Y \
  | 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: f70aecd916281b9f9164c6262d277cde3e312ead492ed2009d176515ccf07942

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20e698ab355faff7c79b2936a6a8db0e5c443f7112c3830693f4441e351cc079",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-21T13:10:58Z",
    "title_canon_sha256": "dabec740dcc527d5f584229e119492245079f884eacdf55efa4308c3781b5add"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13785",
    "kind": "arxiv",
    "version": 2
  }
}