Pith Number

pith:QOHD7IN2

pith:2025:QOHD7IN25NWRMFFCV4WS6TVHSV

not attested not anchored not stored refs pending

Constrained Network Adversarial Attacks: Validity, Robustness, and Transferability

Amal El Fallah-Seghrouchni, Anass Grini, Btissam El Khamlichi, Oumaima Taheri

arxiv:2505.01328 v1 · 2025-05-02 · cs.CR · cs.AI · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QOHD7IN25NWRMFFCV4WS6TVHSV}

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.

Cited by

1 paper in Pith

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities

Receipt and verification

First computed	2026-07-05T10:57:49.421129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

838e3fa1baeb6d1614a2af2d2f4ea79541542facfeca7fb129727f7b3ac6933c

Aliases

arxiv: 2505.01328 · arxiv_version: 2505.01328v1 · doi: 10.48550/arxiv.2505.01328 · pith_short_12: QOHD7IN25NWR · pith_short_16: QOHD7IN25NWRMFFC · pith_short_8: QOHD7IN2

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/QOHD7IN25NWRMFFCV4WS6TVHSV \
  | 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: 838e3fa1baeb6d1614a2af2d2f4ea79541542facfeca7fb129727f7b3ac6933c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f2045649ce04b17a0e3521c0af2405bb9f83ec30bffb1a3b95aa0df8f504fc6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-02T15:01:42Z",
    "title_canon_sha256": "d3d22edf8dd60d9a5df0c9a5273c02a96b99d807f28d41192c28af6588970236"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01328",
    "kind": "arxiv",
    "version": 1
  }
}