Pith Number

pith:LJBMJCBL

pith:2019:LJBMJCBLRQGUC3KYZXWM2UTWID

not attested not anchored not stored refs pending

Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks

David J. Miller, George Kesidis, Zhen Xiang

arxiv:1904.06292 v3 · 2019-04-12 · cs.LG · cs.CR · 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{LJBMJCBLRQGUC3KYZXWM2UTWID}

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

Detection of Backdoors in Trained Classifiers Without Access to the Training Set

Receipt and verification

First computed	2026-07-05T00:46:45.439577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a42c4882b8c0d416d58cdeccd527640d9453c3c7351d9873990edbbbf71cca0

Aliases

arxiv: 1904.06292 · arxiv_version: 1904.06292v3 · doi: 10.48550/arxiv.1904.06292 · pith_short_12: LJBMJCBLRQGU · pith_short_16: LJBMJCBLRQGUC3KY · pith_short_8: LJBMJCBL

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/LJBMJCBLRQGUC3KYZXWM2UTWID \
  | 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: 5a42c4882b8c0d416d58cdeccd527640d9453c3c7351d9873990edbbbf71cca0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bdd91e7600c505b65acd1fce73f6c1f7180e08eae68dc7d81e13385a3bbf770",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-12T16:05:21Z",
    "title_canon_sha256": "acc9cb14b251369644b85bad74f7f4a93dedfc6372f17432a7f234bf77ccbce2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.06292",
    "kind": "arxiv",
    "version": 3
  }
}