Pith Number

pith:53GEV3CQ

pith:2020:53GEV3CQ7TXXQEHVT5UWBW4FEK

not attested not anchored not stored refs pending

Input Validation for Neural Networks via Runtime Local Robustness Verification

Antoine Mine, Jiangchao Liu, Ji Wang, Liqian Chen

arxiv:2002.03339 v2 · 2020-02-09 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53GEV3CQ7TXXQEHVT5UWBW4FEK}

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

Scaling Neural Network Verification with Tensor Parallelism and Fully Sharded Data Parallelism

Receipt and verification

First computed	2026-07-05T07:44:14.903512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eecc4aec50fcef7810f59f6960db8522acd1ed018a91d7818daa657967e9ce85

Aliases

arxiv: 2002.03339 · arxiv_version: 2002.03339v2 · doi: 10.48550/arxiv.2002.03339 · pith_short_12: 53GEV3CQ7TXX · pith_short_16: 53GEV3CQ7TXXQEHV · pith_short_8: 53GEV3CQ

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/53GEV3CQ7TXXQEHVT5UWBW4FEK \
  | 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: eecc4aec50fcef7810f59f6960db8522acd1ed018a91d7818daa657967e9ce85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c7d056290bdc46d62152837a9724f59f76b70b55d741959ca00135b212e3528",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-09T10:24:29Z",
    "title_canon_sha256": "ec8cd80915108795d2e7bf360cdefe1c5a8ec105dfe7e888ac7929ba77f5248d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03339",
    "kind": "arxiv",
    "version": 2
  }
}