Pith Number

pith:I5HTDUWE

pith:2022:I5HTDUWEUG6YW7PUHPLGJH5PFM

not attested not anchored not stored refs pending

LCRL: Certified Policy Synthesis via Logically-Constrained Reinforcement Learning

Alessandro Abate, Daniel Kroening, Hosein Hasanbeig

arxiv:2209.10341 v1 · 2022-09-21 · cs.LG · cs.AI · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I5HTDUWEUG6YW7PUHPLGJH5PFM}

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	2026-07-05T04:59:47.918042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

474f31d2c4a1bd8b7df43bd6649faf2b20f8da0063745ad989b04dc5fc3e641a

Aliases

arxiv: 2209.10341 · arxiv_version: 2209.10341v1 · doi: 10.48550/arxiv.2209.10341 · pith_short_12: I5HTDUWEUG6Y · pith_short_16: I5HTDUWEUG6YW7PU · pith_short_8: I5HTDUWE

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/I5HTDUWEUG6YW7PUHPLGJH5PFM \
  | 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: 474f31d2c4a1bd8b7df43bd6649faf2b20f8da0063745ad989b04dc5fc3e641a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2da97212dcb69c649823788b05eb2d42557a3235ca1e23597eabb046972c52f0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-21T13:21:00Z",
    "title_canon_sha256": "43af6f06717caa430cbc3385174cd0a2a807e9b5bb1741f852085706013d194a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10341",
    "kind": "arxiv",
    "version": 1
  }
}