Pith Number

pith:WSJ6ZJWL

pith:2017:WSJ6ZJWLKI4QI36DVC2B6YKSC4

not attested not anchored not stored refs pending

Summoning Demons: The Pursuit of Exploitable Bugs in Machine Learning

Andrew Ruef, Michael Hicks, Octavian Suciu, Rock Stevens, Sanghyun Hong, Tudor Dumitra\c{s}

arxiv:1701.04739 v1 · 2017-01-17 · cs.CR · 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{WSJ6ZJWLKI4QI36DVC2B6YKSC4}

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	2026-05-18T00:52:42.758123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b493eca6cb5239046fc3a8b41f6152173bf79c265ebe6961445d8a4a65904c1a

Aliases

arxiv: 1701.04739 · arxiv_version: 1701.04739v1 · doi: 10.48550/arxiv.1701.04739 · pith_short_12: WSJ6ZJWLKI4Q · pith_short_16: WSJ6ZJWLKI4QI36D · pith_short_8: WSJ6ZJWL

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/WSJ6ZJWLKI4QI36DVC2B6YKSC4 \
  | 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: b493eca6cb5239046fc3a8b41f6152173bf79c265ebe6961445d8a4a65904c1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9521f9aa0d71f06c289ea536c14b170ff7872feaaa75b64edfcf976fc8e38f9c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2017-01-17T15:59:17Z",
    "title_canon_sha256": "142410f8d5be620cd7aaea6b0cd1e0a68ec3483c136cb878b1989798e42d07f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1701.04739",
    "kind": "arxiv",
    "version": 1
  }
}