Pith Number

pith:MONO7AKF

pith:2024:MONO7AKFTPNKQQHECR24ZEXBRC

not attested not anchored not stored refs pending

On the Robustness of Distributed Machine Learning against Transfer Attacks

Ghassan Karame, Pascal Zimmer, S\'ebastien Andreina

arxiv:2412.14080 v1 · 2024-12-18 · 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{MONO7AKFTPNKQQHECR24ZEXBRC}

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	2026-07-05T09:51:13.407932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

639aef81459bdaa840e41475cc92e1889b8b577c9cbcebeec2dc3bdb6115f2c6

Aliases

arxiv: 2412.14080 · arxiv_version: 2412.14080v1 · doi: 10.48550/arxiv.2412.14080 · pith_short_12: MONO7AKFTPNK · pith_short_16: MONO7AKFTPNKQQHE · pith_short_8: MONO7AKF

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/MONO7AKFTPNKQQHECR24ZEXBRC \
  | 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: 639aef81459bdaa840e41475cc92e1889b8b577c9cbcebeec2dc3bdb6115f2c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77261f1f8c0cdc8f2340d4eefc842eaefa975ff29ae9c359e4d923b497961bab",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T17:27:17Z",
    "title_canon_sha256": "c091e0a1dabd5357b16d79a051a05c6cf1d5b1c6272cbc57d137ca673d73395a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14080",
    "kind": "arxiv",
    "version": 1
  }
}