Pith Number

pith:PP2F7GKO

pith:2022:PP2F7GKOICG3HTWL7HBEUOF6SU

not attested not anchored not stored refs pending

New data poison attacks on machine learning classifiers for mobile exfiltration

Chan Yeob Yeun, Chung-Suk Cho, Claudio Agostino Ardagna, Ernesto Damiani, Hussam Al Hamadi, Miguel A. Ramirez, Nicola Bena, Sangyoung Yoon, Tae-Yeon Kim, Young-Ji Byon

arxiv:2210.11592 v1 · 2022-10-20 · cs.CR · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PP2F7GKOICG3HTWL7HBEUOF6SU}

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	2026-07-05T05:08:55.324205Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bf45f994e408db3cecbf9c24a38be952489057e8860d076aa3aac926cb58327

Aliases

arxiv: 2210.11592 · arxiv_version: 2210.11592v1 · doi: 10.48550/arxiv.2210.11592 · pith_short_12: PP2F7GKOICG3 · pith_short_16: PP2F7GKOICG3HTWL · pith_short_8: PP2F7GKO

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/PP2F7GKOICG3HTWL7HBEUOF6SU \
  | 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: 7bf45f994e408db3cecbf9c24a38be952489057e8860d076aa3aac926cb58327

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "433c157b85e36bd7e173f896157e1891f3ddb0348d12826a4b0b2122d731f6d7",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-20T21:05:03Z",
    "title_canon_sha256": "013c9ff5f494fbae0c672a4630a0d45611ecb0f65c28e56e1708d6a15aea7370"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11592",
    "kind": "arxiv",
    "version": 1
  }
}