Pith Number

pith:DW544CVB

pith:2025:DW544CVBH4SXUCTOEHGEQLLYUJ

not attested not anchored not stored refs pending

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?

Francesco Marchiori, Luca Pajola, Marco Alecci, Mauro Conti

arxiv:2506.18516 v1 · 2025-06-23 · 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{DW544CVBH4SXUCTOEHGEQLLYUJ}

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	2026-07-05T11:25:51.221914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dbbce0aa13f257a0a6e21cc482d78a252b9e76cb3becaf26f3881e5752ecd04

Aliases

arxiv: 2506.18516 · arxiv_version: 2506.18516v1 · doi: 10.48550/arxiv.2506.18516 · pith_short_12: DW544CVBH4SX · pith_short_16: DW544CVBH4SXUCTO · pith_short_8: DW544CVB

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/DW544CVBH4SXUCTOEHGEQLLYUJ \
  | 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: 1dbbce0aa13f257a0a6e21cc482d78a252b9e76cb3becaf26f3881e5752ecd04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d47491f4dda99f2fa7ad0655743485e76947751c0dfb0d3468a15af3161106c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-23T11:16:21Z",
    "title_canon_sha256": "3b632c3a29805d9877c20bd70730e958638d7592fa1ef39d8c22ac7045aaed24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18516",
    "kind": "arxiv",
    "version": 1
  }
}