Pith. sign in
Pith Number

pith:4E72AOFJ

pith:2020:4E72AOFJ53NZVGZKHYPSWH2PS6
not attested not anchored not stored refs pending

Headless Horseman: Adversarial Attacks on Transfer Learning Models

Ahmed Abdelkader, Avi Schwarzschild, Chen Zhu, Christoph Studer, Liam Fowl, Manli Shu, Michael J. Curry, Tom Goldstein

arxiv:2004.09007 v1 · 2020-04-20 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4E72AOFJ53NZVGZKHYPSWH2PS6}

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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 2026-07-05T00:56:12.193680Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e13fa038a9eedb9a9b2a3e1f2b1f4f9790a31279c3e18b253f39cc0b173b054e

Aliases

arxiv: 2004.09007 · arxiv_version: 2004.09007v1 · doi: 10.48550/arxiv.2004.09007 · pith_short_12: 4E72AOFJ53NZ · pith_short_16: 4E72AOFJ53NZVGZK · pith_short_8: 4E72AOFJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4E72AOFJ53NZVGZKHYPSWH2PS6 \
  | 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: e13fa038a9eedb9a9b2a3e1f2b1f4f9790a31279c3e18b253f39cc0b173b054e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a63a342b9ea3beb1a4f3d61c8e811c3d11e0c386fbd26fdb27aafac681e03e80",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-20T01:07:45Z",
    "title_canon_sha256": "4130affd4a74c0ca200745b5e028bc6e45d4a1cb17610ff52e18a4d0e096bfed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.09007",
    "kind": "arxiv",
    "version": 1
  }
}