Pith Number

pith:5XXBUFWY

pith:2018:5XXBUFWY7QUTWVNYOCGEJYXO37

not attested not anchored not stored refs pending

Out-distribution training confers robustness to deep neural networks

Christian Gagn\'e, Mahdieh Abbasi

arxiv:1802.07124 v3 · 2018-02-20 · 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{5XXBUFWY7QUTWVNYOCGEJYXO37}

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	2026-05-18T00:22:11.872424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edee1a16d8fc293b55b8708c44e2eedfea8330c34d83831ae7244da7479f811b

Aliases

arxiv: 1802.07124 · arxiv_version: 1802.07124v3 · doi: 10.48550/arxiv.1802.07124 · pith_short_12: 5XXBUFWY7QUT · pith_short_16: 5XXBUFWY7QUTWVNY · pith_short_8: 5XXBUFWY

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/5XXBUFWY7QUTWVNYOCGEJYXO37 \
  | 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: edee1a16d8fc293b55b8708c44e2eedfea8330c34d83831ae7244da7479f811b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a98ebe71b5b66c953cbd31551d9174be35ae342f1ee50adc8b897291e9f59b81",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-20T14:27:40Z",
    "title_canon_sha256": "6572a7c70cb1046b06e9ee3bce322ad81dbdb4423e96d91b2a85365c65dfa57b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.07124",
    "kind": "arxiv",
    "version": 3
  }
}