Pith. sign in
Pith Number

pith:52YYQJN3

pith:2021:52YYQJN3M6YU55GWPP6LLTYDFC
not attested not anchored not stored refs pending

PW-MAD: Pixel-wise Supervision for Generalized Face Morphing Attack Detection

Arjan Kuijper, Fadi Boutros, Florian Kirchbuchner, Meiling Fang, Naser Damer, Noemie Spiller

arxiv:2108.10291 v2 · 2021-08-23 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{52YYQJN3M6YU55GWPP6LLTYDFC}

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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 2026-07-05T03:17:33.383122Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eeb18825bb67b14ef4d67bfcb5cf03288e06af7214d383645c6448f72ac5e3d6

Aliases

arxiv: 2108.10291 · arxiv_version: 2108.10291v2 · doi: 10.48550/arxiv.2108.10291 · pith_short_12: 52YYQJN3M6YU · pith_short_16: 52YYQJN3M6YU55GW · pith_short_8: 52YYQJN3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/52YYQJN3M6YU55GWPP6LLTYDFC \
  | 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: eeb18825bb67b14ef4d67bfcb5cf03288e06af7214d383645c6448f72ac5e3d6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e2781d7ffac78d7670959b0216340d352381f339e3c4df900ed1d26fc173767b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-08-23T17:04:51Z",
    "title_canon_sha256": "d15f8249fa3bee7a4a06ac79cb1a5ed884cefff779bdb59b251333e690e88388"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.10291",
    "kind": "arxiv",
    "version": 2
  }
}