Pith Number

pith:LPJKLDNS

pith:2023:LPJKLDNSS2K4EQUV7LXLQ7Q3FM

not attested not anchored not stored refs pending

Fulfilling Formal Specifications ASAP by Model-free Reinforcement Learning

Fanxin Kong, Insup Lee, Mengyu Liu, Oleg Sokolsky, Pengyuan Lu, Xin Chen

arxiv:2304.12508 v1 · 2023-04-25 · cs.LG · cs.AI · cs.FL · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LPJKLDNSS2K4EQUV7LXLQ7Q3FM}

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	2026-07-05T06:04:17.639106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bd2a58db29695c24295faeeb87e1b2b0a8115d2f4885bbf54ebca3a0e213257

Aliases

arxiv: 2304.12508 · arxiv_version: 2304.12508v1 · doi: 10.48550/arxiv.2304.12508 · pith_short_12: LPJKLDNSS2K4 · pith_short_16: LPJKLDNSS2K4EQUV · pith_short_8: LPJKLDNS

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/LPJKLDNSS2K4EQUV7LXLQ7Q3FM \
  | 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: 5bd2a58db29695c24295faeeb87e1b2b0a8115d2f4885bbf54ebca3a0e213257

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5563695530cdfe434dcb19edc9737b14a07f2593ec3fd40114b989a791a8ba9d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.FL",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-25T01:16:42Z",
    "title_canon_sha256": "a42b13b44fd40d06e99d7213ae24b56e07a3d51bb48f42de313a6cfe93d4d48d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.12508",
    "kind": "arxiv",
    "version": 1
  }
}