Pith. sign in
Pith Number

pith:V3CROAIV

pith:2025:V3CROAIVOQPW5PWHCWNZACOZP3
not attested not anchored not stored refs pending

A Formally Verified Robustness Certifier for Neural Networks (Extended Version)

Hira Taqdees Syeda, James Tobler, Toby Murray

arxiv:2505.06958 v1 · 2025-05-11 · cs.PL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{V3CROAIVOQPW5PWHCWNZACOZP3}

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 2026-07-05T11:01:39.951566Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

aec5170115741f6ebec7159b9009d97ee5b93ffc543c9bc17742094c482ef807

Aliases

arxiv: 2505.06958 · arxiv_version: 2505.06958v1 · doi: 10.48550/arxiv.2505.06958 · pith_short_12: V3CROAIVOQPW · pith_short_16: V3CROAIVOQPW5PWH · pith_short_8: V3CROAIV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/V3CROAIVOQPW5PWHCWNZACOZP3 \
  | 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: aec5170115741f6ebec7159b9009d97ee5b93ffc543c9bc17742094c482ef807
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cd10250dbe958e823b31e990abd923e89fc6206e9b594a69cd5cc91baaa54df0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2025-05-11T12:05:14Z",
    "title_canon_sha256": "a1d23b484e720a82b0651073cde626be5ed81aecf99f82adb3b96fefc6316cb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06958",
    "kind": "arxiv",
    "version": 1
  }
}