Pith Number

pith:QYM3AL5X

pith:2024:QYM3AL5XARUWN2AJ5VWIEG2ITX

not attested not anchored not stored refs pending

Certifying Global Robustness for Deep Neural Networks

Guannan Zhao, Hai Zhou, Shuyu Kong, You Li, Yunqi He

arxiv:2405.20556 v1 · 2024-05-31 · cs.LG · 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{QYM3AL5XARUWN2AJ5VWIEG2ITX}

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	2026-07-05T08:25:38.986056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8619b02fb7046966e809ed6c821b489dfde14d82fc7e521ae8197112e458b454

Aliases

arxiv: 2405.20556 · arxiv_version: 2405.20556v1 · doi: 10.48550/arxiv.2405.20556 · pith_short_12: QYM3AL5XARUW · pith_short_16: QYM3AL5XARUWN2AJ · pith_short_8: QYM3AL5X

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/QYM3AL5XARUWN2AJ5VWIEG2ITX \
  | 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: 8619b02fb7046966e809ed6c821b489dfde14d82fc7e521ae8197112e458b454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f70f6e347ee660652bce9cb6ce769f2078a4d1f0090b881a180b08bff771fef7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-31T00:46:04Z",
    "title_canon_sha256": "f3aa5f3e816a614152e6469582ac6304757ad54a7c0d10aac2cbacc4ee1f4ed3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20556",
    "kind": "arxiv",
    "version": 1
  }
}