Pith Number

pith:2I2QEV3L

pith:2021:2I2QEV3LKYZ4SOFFGT32Y7PV6D

not attested not anchored not stored refs pending

On the Security Risks of AutoML

Ren Pang, Shouling Ji, Ting Wang, Xiapu Luo, Zhaohan Xi

arxiv:2110.06018 v1 · 2021-10-12 · cs.LG · cs.CR · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2I2QEV3LKYZ4SOFFGT32Y7PV6D}

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	2026-07-05T03:22:09.500801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d23502576b5633c938a534f7ac7df5f0fe1281d8d8bc1b896d565455b47bb9c7

Aliases

arxiv: 2110.06018 · arxiv_version: 2110.06018v1 · doi: 10.48550/arxiv.2110.06018 · pith_short_12: 2I2QEV3LKYZ4 · pith_short_16: 2I2QEV3LKYZ4SOFF · pith_short_8: 2I2QEV3L

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/2I2QEV3LKYZ4SOFFGT32Y7PV6D \
  | 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: d23502576b5633c938a534f7ac7df5f0fe1281d8d8bc1b896d565455b47bb9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fb463a168cbe71dea7fdbe9816a0f24c8f83ecff8f07ea4040aed5603ec8a68",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-12T14:04:15Z",
    "title_canon_sha256": "022cafa2cd3271062ee9c7484ab5da2eb69b2b587719c4a0447b57e32c12f55a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.06018",
    "kind": "arxiv",
    "version": 1
  }
}