Pith Number

pith:LMIO4MQL

pith:2021:LMIO4MQLUSIVPOKIVDIUKHU543

not attested not anchored not stored refs pending

Generatively Augmented Neural Network Watchdog for Image Classification Networks

Glauco A. Amigo, Justin M. Bui, Robert J. Marks II

arxiv:2109.06168 v1 · 2021-09-07 · cs.CV · cs.LG · eess.IV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMIO4MQLUSIVPOKIVDIUKHU543}

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	2026-07-05T03:13:51.243895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b10ee320ba49157b948a8d1451e9de6cb62194a1e5a12cfa17a7c51abf2ca7d

Aliases

arxiv: 2109.06168 · arxiv_version: 2109.06168v1 · doi: 10.48550/arxiv.2109.06168 · pith_short_12: LMIO4MQLUSIV · pith_short_16: LMIO4MQLUSIVPOKI · pith_short_8: LMIO4MQL

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/LMIO4MQLUSIVPOKIVDIUKHU543 \
  | 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: 5b10ee320ba49157b948a8d1451e9de6cb62194a1e5a12cfa17a7c51abf2ca7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "810d73562139fd97650443526ddc9be07c45bdcd1b664af4a4f86de59d469f1e",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-09-07T19:53:20Z",
    "title_canon_sha256": "d1bb75823edae329d9f4efec2cbabdcdbfccea48dafdfa77190c601ddd3a2cb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06168",
    "kind": "arxiv",
    "version": 1
  }
}