Pith Number

pith:MDKHDVD5

pith:2024:MDKHDVD5FTBABIZSGBNLWO7NGA

not attested not anchored not stored refs pending

Inverting Gradient Attacks Makes Powerful Data Poisoning

El-Mahdi El-Mhamdi, Nicolas Usunier, Wassim Bouaziz

arxiv:2410.21453 v2 · 2024-10-28 · 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{MDKHDVD5FTBABIZSGBNLWO7NGA}

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	2026-07-05T09:47:35.772080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60d471d47d2cc200a332305abb3bed3018c861563fa0bef2767dc366d2b04296

Aliases

arxiv: 2410.21453 · arxiv_version: 2410.21453v2 · doi: 10.48550/arxiv.2410.21453 · pith_short_12: MDKHDVD5FTBA · pith_short_16: MDKHDVD5FTBABIZS · pith_short_8: MDKHDVD5

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/MDKHDVD5FTBABIZSGBNLWO7NGA \
  | 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: 60d471d47d2cc200a332305abb3bed3018c861563fa0bef2767dc366d2b04296

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55d5890d33974861069c5f91bbfef9ecfae71548b0a3bc3b3ab5e2883f15c0f9",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T18:57:15Z",
    "title_canon_sha256": "b5c4c6e0499bb422bfede997f5765a304c1482af76c284143c6289ee0b9a7cbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21453",
    "kind": "arxiv",
    "version": 2
  }
}