Pith Number

pith:LEAZEPTP

pith:2019:LEAZEPTPYIDXESU2PPBHWQITTX

not attested not anchored not stored refs pending

A Formalization of Robustness for Deep Neural Networks

Alberto Sangiovanni-Vincentelli, Sanjit A. Seshia, Shromona Ghosh, Tommaso Dreossi

arxiv:1903.10033 v1 · 2019-03-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEAZEPTPYIDXESU2PPBHWQITTX}

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	2026-05-17T23:50:34.719825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5901923e6fc207724a9a7bc27b41139dfea97c13d0df456d5b92d5e8c101d50f

Aliases

arxiv: 1903.10033 · arxiv_version: 1903.10033v1 · doi: 10.48550/arxiv.1903.10033 · pith_short_12: LEAZEPTPYIDX · pith_short_16: LEAZEPTPYIDXESU2 · pith_short_8: LEAZEPTP

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/LEAZEPTPYIDXESU2PPBHWQITTX \
  | 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: 5901923e6fc207724a9a7bc27b41139dfea97c13d0df456d5b92d5e8c101d50f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "827678dab0aa575b0006587201504b60ddd8a29eecb49609c36b3c91ef3761c6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-24T18:10:23Z",
    "title_canon_sha256": "48e60a76e7ced48dabed0ee0cdbbb7b538f979340369687d12e7e6e4f0d1c276"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.10033",
    "kind": "arxiv",
    "version": 1
  }
}