Pith Number

pith:HGRNTXGK

pith:2018:HGRNTXGKMXGE4ATER2FO7IDYTR

not attested not anchored not stored refs pending

A Survey of Safety and Trustworthiness of Deep Neural Networks: Verification, Testing, Adversarial Attack and Defence, and Interpretability

Daniel Kroening, Emese Thamo, James Sharp, Min Wu, Wenjie Ruan, Xiaowei Huang, Xinping Yi, Youcheng Sun

arxiv:1812.08342 v5 · 2018-12-18 · 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{HGRNTXGKMXGE4ATER2FO7IDYTR}

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	2026-07-05T01:06:46.788503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39a2d9dcca65cc4e02648e8aefa0789c49a552cde5de5f16994bf0d1b4df16ee

Aliases

arxiv: 1812.08342 · arxiv_version: 1812.08342v5 · doi: 10.48550/arxiv.1812.08342 · pith_short_12: HGRNTXGKMXGE · pith_short_16: HGRNTXGKMXGE4ATE · pith_short_8: HGRNTXGK

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/HGRNTXGKMXGE4ATER2FO7IDYTR \
  | 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: 39a2d9dcca65cc4e02648e8aefa0789c49a552cde5de5f16994bf0d1b4df16ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "420329c8285495e9fef4df5d99d811d21fbd05e312842c6b97958da509d315e2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-18T01:17:32Z",
    "title_canon_sha256": "21cac5773518613223e6d154c18273f438cbe16818610b79b0865cbbcf785c32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.08342",
    "kind": "arxiv",
    "version": 5
  }
}