Pith Number

pith:ZW2U22N5

pith:2021:ZW2U22N5PZJECEF33DQZ7W37NC

not attested not anchored not stored refs pending

The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

Alexander Bastounis, Anders C Hansen, Verner Vla\v{c}i\'c

arxiv:2109.06098 v2 · 2021-09-13 · cs.LG · cs.CV · cs.NA · math.NA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZW2U22N5PZJECEF33DQZ7W37NC}

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

Updating the standard neuron model in artificial neural networks

Receipt and verification

First computed	2026-07-05T10:39:12.656080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdb54d69bd7e524110bbd8e19fdb7f6883208a4ca8a7def4ea003f930b32574b

Aliases

arxiv: 2109.06098 · arxiv_version: 2109.06098v2 · doi: 10.48550/arxiv.2109.06098 · pith_short_12: ZW2U22N5PZJE · pith_short_16: ZW2U22N5PZJECEF3 · pith_short_8: ZW2U22N5

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/ZW2U22N5PZJECEF33DQZ7W37NC \
  | 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: cdb54d69bd7e524110bbd8e19fdb7f6883208a4ca8a7def4ea003f930b32574b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98421cfed98b4a303e9889fa0346bc9b98e215b5390ed2e1c383af89c6428051",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-13T16:19:25Z",
    "title_canon_sha256": "5a47ac29129c988c9b606a81098857cb8c8fac85bc2b7301de789f2b288f81a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.06098",
    "kind": "arxiv",
    "version": 2
  }
}