Pith Number

pith:NSO3PHQV

pith:2024:NSO3PHQVYUTUZ4275ZI73J5MCK

not attested not anchored not stored refs pending

ModelVerification.jl: a Comprehensive Toolbox for Formally Verifying Deep Neural Networks

Changliu Liu, Hanjiang Hu, Kai S. Yun, Luca Marzari, Peizhi Niu, Tianhao Wei, Xusheng Luo

arxiv:2407.01639 v2 · 2024-06-30 · cs.LG · 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{NSO3PHQVYUTUZ4275ZI73J5MCK}

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.

Cited by

1 paper in Pith

Verifiable Safety Q-Filters via Hamilton-Jacobi Reachability and Multiplicative Q-Networks

Receipt and verification

First computed	2026-07-05T11:39:41.472186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c9db79e15c5274cf35fee51fda7ac12a93d1b9b0aaff230bda5cb372f284504

Aliases

arxiv: 2407.01639 · arxiv_version: 2407.01639v2 · doi: 10.48550/arxiv.2407.01639 · pith_short_12: NSO3PHQVYUTU · pith_short_16: NSO3PHQVYUTUZ427 · pith_short_8: NSO3PHQV

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/NSO3PHQVYUTUZ4275ZI73J5MCK \
  | 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: 6c9db79e15c5274cf35fee51fda7ac12a93d1b9b0aaff230bda5cb372f284504

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3890ba14c5a8d07e6fa3f8f623a37a5976f552f33164b12ed34175dc45581f94",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-30T20:15:31Z",
    "title_canon_sha256": "07ac1202f49db57e215f3bdc8ad2893e3d984809747181d88f671c3f53517c15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01639",
    "kind": "arxiv",
    "version": 2
  }
}