Pith Number

pith:MDWUWYGN

pith:2018:MDWUWYGNCZNSFJBCV3BNXNLBEX

not attested not anchored not stored refs pending

Deceiving End-to-End Deep Learning Malware Detectors using Adversarial Examples

Assi Barak, Benny Pinkas, Felix Kreuk, Joseph Keshet, Moran Baruch, Shir Aviv-Reuven

arxiv:1802.04528 v3 · 2018-02-13 · 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{MDWUWYGNCZNSFJBCV3BNXNLBEX}

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

2 papers in Pith

Adversarial Malware Generation in Linux ELF Binaries via Semantic-Preserving Transformations

Adversarial Evasion in Non-Stationary Malware Detection: Minimizing Drift Signals through Similarity-Constrained Perturbations

Receipt and verification

First computed	2026-05-17T23:56:38.783018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60ed4b60cd165b22a422aec2dbb56125d78e18d8c8ea7dee54170e99218b18ad

Aliases

arxiv: 1802.04528 · arxiv_version: 1802.04528v3 · doi: 10.48550/arxiv.1802.04528 · pith_short_12: MDWUWYGNCZNS · pith_short_16: MDWUWYGNCZNSFJBC · pith_short_8: MDWUWYGN

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/MDWUWYGNCZNSFJBCV3BNXNLBEX \
  | 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: 60ed4b60cd165b22a422aec2dbb56125d78e18d8c8ea7dee54170e99218b18ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbf987c3b3ab364746615804d0317561eaabcbf6faf52c0d5fbd9d3e4ff0cb6f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-13T09:51:41Z",
    "title_canon_sha256": "fede9e351baecfbf47715e349bf22f0b1ac82284421f3dd9f9c9b7671f2f6a96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.04528",
    "kind": "arxiv",
    "version": 3
  }
}