Pith Number

pith:7EV4R3JR

pith:2022:7EV4R3JRYETXYIZ3PLUJ5JNEBV

not attested not anchored not stored refs pending

A Survey on Poisoning Attacks Against Supervised Machine Learning

Wenjun Qiu

arxiv:2202.02510 v2 · 2022-02-05 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7EV4R3JRYETXYIZ3PLUJ5JNEBV}

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

Deep Learning Model Security: Threats and Defenses

Receipt and verification

First computed	2026-07-05T03:54:43.889484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f92bc8ed31c1277c233b7ae89ea5a40d51b0ceab9a25405fcaaa279fb60994d4

Aliases

arxiv: 2202.02510 · arxiv_version: 2202.02510v2 · doi: 10.48550/arxiv.2202.02510 · pith_short_12: 7EV4R3JRYETX · pith_short_16: 7EV4R3JRYETXYIZ3 · pith_short_8: 7EV4R3JR

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/7EV4R3JRYETXYIZ3PLUJ5JNEBV \
  | 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: f92bc8ed31c1277c233b7ae89ea5a40d51b0ceab9a25405fcaaa279fb60994d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "782bf45d6b05fa0ebe409154a31d335b3036e7f48cdd9f707662d9a73d0d1033",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-02-05T08:02:22Z",
    "title_canon_sha256": "70564b815604f69fbb9a5d7b582cf234c106e02218ab7a11f6ee67b831fba6fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.02510",
    "kind": "arxiv",
    "version": 2
  }
}