pith. sign in
Pith Number

pith:PCJ4VKGL

pith:2018:PCJ4VKGLWAIPLPDOSWTHD56DXQ
not attested not anchored not stored refs pending

Adversarial Examples as an Input-Fault Tolerance Problem

Angus Galloway, Anna Golubeva, Graham W. Taylor

arxiv:1811.12601 v1 · 2018-11-30 · cs.LG · cs.CR · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PCJ4VKGLWAIPLPDOSWTHD56DXQ}

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 2026-05-17T23:59:29.098763Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7893caa8cbb010f5bc6e95a671f7c3bc03896cbcdf61bc6f10a2b5868a543a23

Aliases

arxiv: 1811.12601 · arxiv_version: 1811.12601v1 · doi: 10.48550/arxiv.1811.12601 · pith_short_12: PCJ4VKGLWAIP · pith_short_16: PCJ4VKGLWAIPLPDO · pith_short_8: PCJ4VKGL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PCJ4VKGLWAIPLPDOSWTHD56DXQ \
  | 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: 7893caa8cbb010f5bc6e95a671f7c3bc03896cbcdf61bc6f10a2b5868a543a23
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5aa2c23ca6b28ed6c6a4b0269429b44a02d4a760a4e072d6eeeab2ae116ca668",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-30T03:32:44Z",
    "title_canon_sha256": "ac7c4a3416b7d514b804af5a3f57918aadecf6fc434564988865d906c109535d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.12601",
    "kind": "arxiv",
    "version": 1
  }
}