Pith Number

pith:HZ5BKANV

pith:2026:HZ5BKANV4TQJLKI3C67JESN735

not attested not anchored not stored refs pending

Landseer: Exploring the Machine Learning Defense Landscape

Ayushi Sharma, Rosemary Agbozo, Santiago Torres-Arias, Zahra Ghodsi

arxiv:2605.27148 v1 · 2026-05-26 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZ5BKANV4TQJLKI3C67JESN735}

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	2026-05-27T02:05:44.369375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e7a1501b5e4e095a91b17be9249bfdf723ec63915c60c0ac0780ccaaa903023

Aliases

arxiv: 2605.27148 · arxiv_version: 2605.27148v1 · doi: 10.48550/arxiv.2605.27148 · pith_short_12: HZ5BKANV4TQJ · pith_short_16: HZ5BKANV4TQJLKI3 · pith_short_8: HZ5BKANV

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/HZ5BKANV4TQJLKI3C67JESN735 \
  | 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: 3e7a1501b5e4e095a91b17be9249bfdf723ec63915c60c0ac0780ccaaa903023

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6b23e0dde16681ddf225c594efd0660572bef6db5a657b12244513ee0955509",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-05-26T15:10:35Z",
    "title_canon_sha256": "a62e11b7e362c88ff495409909fd4408080f3ab0573ac63baef25aa4e44b5cd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27148",
    "kind": "arxiv",
    "version": 1
  }
}