Pith Number

pith:QMRHUWB7

pith:2025:QMRHUWB7E5ZQRNK5ZOFVUX36IP

not attested not anchored not stored refs pending

Efficient Neural Network Verification via Order Leading Exploration of Branch-and-Bound Trees

Guanqin Zhang, H.M.N. Dilum Bandara, Jianjun Zhao, Kota Fukuda, Shiping Chen, Yulei Sui, Zhenya Zhang

arxiv:2507.17453 v1 · 2025-07-23 · cs.LG · cs.PL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QMRHUWB7E5ZQRNK5ZOFVUX36IP}

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	2026-07-05T11:42:08.083204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83227a583f277308b55dcb8b5a5f7e43c7dbb307069df1b006f6526c850ad5bc

Aliases

arxiv: 2507.17453 · arxiv_version: 2507.17453v1 · doi: 10.48550/arxiv.2507.17453 · pith_short_12: QMRHUWB7E5ZQ · pith_short_16: QMRHUWB7E5ZQRNK5 · pith_short_8: QMRHUWB7

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/QMRHUWB7E5ZQRNK5ZOFVUX36IP \
  | 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: 83227a583f277308b55dcb8b5a5f7e43c7dbb307069df1b006f6526c850ad5bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6ab88a3954f30cb1fe32eaf675266214aaa46cbc792cdb660fa6ca939b5d2f6",
    "cross_cats_sorted": [
      "cs.PL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-23T12:20:20Z",
    "title_canon_sha256": "28e659ffddf150daf9b61e678cdb2e2c57a0efcba1d9c4367b5ef2ccdfa23611"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17453",
    "kind": "arxiv",
    "version": 1
  }
}