Pith. sign in
Pith Number

pith:SF6T4ACB

pith:2025:SF6T4ACBXTS64ETGBECR3UQICJ
not attested not anchored not stored refs pending

Neural Concept Verifier: Scaling Prover-Verifier Games via Concept Encodings

Berkant Turan, David Steinmann, Kristian Kersting, Sebastian Pokutta, Suhrab Asadulla, Wolfgang Stammer

arxiv:2507.07532 v4 · 2025-07-10 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SF6T4ACBXTS64ETGBECR3UQICJ}

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 2026-06-23T01:12:46.320705Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

917d3e0041bce5ee126609051dd208127064176b7d0cd160a284b24c6d0fa64d

Aliases

arxiv: 2507.07532 · arxiv_version: 2507.07532v4 · doi: 10.48550/arxiv.2507.07532 · pith_short_12: SF6T4ACBXTS6 · pith_short_16: SF6T4ACBXTS64ETG · pith_short_8: SF6T4ACB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SF6T4ACBXTS64ETGBECR3UQICJ \
  | 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: 917d3e0041bce5ee126609051dd208127064176b7d0cd160a284b24c6d0fa64d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3233eba82bdb5ddf140c5af4697129df0c5e94fb2d3185d0d21032980252d93d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-10T08:28:46Z",
    "title_canon_sha256": "1556d8c6f3634b3580e76329996f9b48e5816867bcf61d9be5d6cb27aaccc1a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07532",
    "kind": "arxiv",
    "version": 4
  }
}