Pith Number

pith:TJ5NTXLP

pith:2025:TJ5NTXLPWNVZO6E5YU4I3JRR5W

not attested not anchored not stored refs pending

Exploiting Edge Features for Transferable Adversarial Attacks in Distributed Machine Learning

Alessandro Biondi, Battista Biggio, Fabio Brau, Giorgio Buttazzo, Giulio Rossolini

arxiv:2507.07259 v1 · 2025-07-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TJ5NTXLPWNVZO6E5YU4I3JRR5W}

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	2026-07-05T11:34:54.779422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a7ad9dd6fb36b97789dc5388da631ed9c6e538b32ef7b7cb9b93d19869d104a

Aliases

arxiv: 2507.07259 · arxiv_version: 2507.07259v1 · doi: 10.48550/arxiv.2507.07259 · pith_short_12: TJ5NTXLPWNVZ · pith_short_16: TJ5NTXLPWNVZO6E5 · pith_short_8: TJ5NTXLP

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/TJ5NTXLPWNVZO6E5YU4I3JRR5W \
  | 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: 9a7ad9dd6fb36b97789dc5388da631ed9c6e538b32ef7b7cb9b93d19869d104a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6758b53f21c0f8bf0ae14a7c8d9c0e0b1f8158482b8e85571b16e1c7f897b345",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T20:09:00Z",
    "title_canon_sha256": "d3213ff69fe3fc080c53e441399150afd3f04e38dfea778c2a3be2372d522841"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07259",
    "kind": "arxiv",
    "version": 1
  }
}