Pith Number

pith:HVOJSZDH

pith:2019:HVOJSZDH5TTRABKVNCJWKQPUJM

not attested not anchored not stored refs pending

Deep Neural Network Ensembles against Deception: Ensemble Diversity, Accuracy and Robustness

Emre Gursoy, Ka-Ho Chow, Ling Liu, Margaret Loper, Stacey Truex, Wenqi Wei, Yanzhao Wu

arxiv:1908.11091 v1 · 2019-08-29 · 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{HVOJSZDH5TTRABKVNCJWKQPUJM}

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	2026-07-05T00:00:30.438989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d5c996467ece710055568936541f44b35a46c46e0b13f4dabf130faebebdc09

Aliases

arxiv: 1908.11091 · arxiv_version: 1908.11091v1 · doi: 10.48550/arxiv.1908.11091 · pith_short_12: HVOJSZDH5TTR · pith_short_16: HVOJSZDH5TTRABKV · pith_short_8: HVOJSZDH

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/HVOJSZDH5TTRABKVNCJWKQPUJM \
  | 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: 3d5c996467ece710055568936541f44b35a46c46e0b13f4dabf130faebebdc09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ee196fd593199006b963a4106b5dd2730e01a7d0413ce65559d1272ca52d67f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-29T08:22:05Z",
    "title_canon_sha256": "e7f5a7d35e5e636d441e742e5e52d29b45e10f9f79af0134ca1242a88300433e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.11091",
    "kind": "arxiv",
    "version": 1
  }
}