Pith Number

pith:EC4Z7PX7

pith:2017:EC4Z7PX7JQAXPFXQOFL7PXGTBS

not attested not anchored not stored refs pending

When Not to Classify: Anomaly Detection of Attacks (ADA) on DNN Classifiers at Test Time

David J. Miller, George Kesidis, Yulia Wang

arxiv:1712.06646 v2 · 2017-12-18 · 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{EC4Z7PX7JQAXPFXQOFL7PXGTBS}

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	2026-05-18T00:12:09.029248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20b99fbeff4c017796f07157f7dcd30c980d40e31fe51470d08c74786ed3b5e9

Aliases

arxiv: 1712.06646 · arxiv_version: 1712.06646v2 · doi: 10.48550/arxiv.1712.06646 · pith_short_12: EC4Z7PX7JQAX · pith_short_16: EC4Z7PX7JQAXPFXQ · pith_short_8: EC4Z7PX7

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/EC4Z7PX7JQAXPFXQOFL7PXGTBS \
  | 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: 20b99fbeff4c017796f07157f7dcd30c980d40e31fe51470d08c74786ed3b5e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f46358668600b5913cdfb3d9a5042d998e65a2bbe6fbb38bf4b56c9824fb4f7b",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-18T19:48:04Z",
    "title_canon_sha256": "c568399dc67f1cac784b8d84d9e80217cfc8eedf9dfbe0935c5dca921156edbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.06646",
    "kind": "arxiv",
    "version": 2
  }
}