Pith Number

pith:HKO7VBAL

pith:2026:HKO7VBALTSJKVVNWKSWLNHPOC7

not attested not anchored not stored refs pending

A Survey on the Verification of Reinforcement Learning Policies

Enrico Marchesini, Ezio Bartocci, Luca Marzari

arxiv:2607.16210 v1 · 2026-05-14 · 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{HKO7VBALTSJKVVNWKSWLNHPOC7}

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	2026-07-21T00:20:05.893484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a9dfa840b9c92aad5b654acb69dee17c23467b4aa6ad91f9435373f50aeeb4a

Aliases

arxiv: 2607.16210 · arxiv_version: 2607.16210v1 · doi: 10.48550/arxiv.2607.16210 · pith_short_12: HKO7VBALTSJK · pith_short_16: HKO7VBALTSJKVVNW · pith_short_8: HKO7VBAL

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/HKO7VBALTSJKVVNWKSWLNHPOC7 \
  | 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: 3a9dfa840b9c92aad5b654acb69dee17c23467b4aa6ad91f9435373f50aeeb4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c2425db511e3a19706dd8f7162ee612748c9f88e622d40c2060a7c6770c7665",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-14T12:32:57Z",
    "title_canon_sha256": "d60f14c93a97d643695913cd9c5158dfe7e017ac22725969a02231457f4cf118"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.16210",
    "kind": "arxiv",
    "version": 1
  }
}