Pith Number

pith:LBWC6DLC

pith:2026:LBWC6DLCCVW36S5NKTK6LVBQ47

not attested not anchored not stored refs pending

Adversarial Frontiers: Minimum-Norm Attack Ensembles for Robustness Evaluation

Ambra Demontis, Battista Biggio, Fabio Brau, Fabio Roli, Giorgio Fumera, Luca Melis, Luca Scionis, Maura Pintor

arxiv:2607.19855 v1 · 2026-07-22 · cs.LG · 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{LBWC6DLCCVW36S5NKTK6LVBQ47}

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	2026-07-23T01:24:03.839447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

586c2f0d62156dbf4bad54d5e5d430e7c23f2c9e1de9fde9f25da0d709875a9c

Aliases

arxiv: 2607.19855 · arxiv_version: 2607.19855v1 · doi: 10.48550/arxiv.2607.19855 · pith_short_12: LBWC6DLCCVW3 · pith_short_16: LBWC6DLCCVW36S5N · pith_short_8: LBWC6DLC

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/LBWC6DLCCVW36S5NKTK6LVBQ47 \
  | 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: 586c2f0d62156dbf4bad54d5e5d430e7c23f2c9e1de9fde9f25da0d709875a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8fe298ab903797f2abc2b8ab3ee4b8624145e8eb64f7ba162ddb10239d0ac66",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-22T07:43:38Z",
    "title_canon_sha256": "327f28881b6e9bcb5ee6cfd06b323110af695ce1b6b648053ab73d0ba646bfb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.19855",
    "kind": "arxiv",
    "version": 1
  }
}