Pith Number

pith:DIGFYNNP

pith:2022:DIGFYNNPVXMEZRAMF3H4U4TWHC

not attested not anchored not stored refs pending

Reinforcement Learning for Economic Policy: A New Frontier?

Callum Rhys Tilbury

arxiv:2206.08781 v2 · 2022-06-16 · cs.LG · cs.AI · cs.MA · econ.GN · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DIGFYNNPVXMEZRAMF3H4U4TWHC}

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	2026-07-05T05:44:49.109870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a0c5c35afadd84cc40c2ecfca7276389fbcbd3ba8ff29792f9f8ed18a6a585d

Aliases

arxiv: 2206.08781 · arxiv_version: 2206.08781v2 · doi: 10.48550/arxiv.2206.08781 · pith_short_12: DIGFYNNPVXME · pith_short_16: DIGFYNNPVXMEZRAM · pith_short_8: DIGFYNNP

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/DIGFYNNPVXMEZRAMF3H4U4TWHC \
  | 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: 1a0c5c35afadd84cc40c2ecfca7276389fbcbd3ba8ff29792f9f8ed18a6a585d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c3493dfb93f08c78dbe3e0d62cfc19b223ab60cfd47f7a6c2d4a4464bac0298",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-16T10:35:26Z",
    "title_canon_sha256": "28ac663b6d55a86664a8409a9b0d91eae22632d814661a7f37da1856d8e2c5fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.08781",
    "kind": "arxiv",
    "version": 2
  }
}