Pith Number

pith:FLVI7DMZ

pith:2018:FLVI7DMZDXQDWBBPOW4UTKPGFO

not attested not anchored not stored refs pending

Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference

Faiq Khalid, Muhammad Abdullah Hanif, Muhammad Shafique, Semeen Rehman

arxiv:1811.01463 v1 · 2018-11-05 · 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{FLVI7DMZDXQDWBBPOW4UTKPGFO}

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	2026-05-17T23:49:11.301444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2aea8f8d991de03b042f75b949a9e62b9c2ffd0d87c71969ebdb870ea003fe0b

Aliases

arxiv: 1811.01463 · arxiv_version: 1811.01463v1 · doi: 10.48550/arxiv.1811.01463 · pith_short_12: FLVI7DMZDXQD · pith_short_16: FLVI7DMZDXQDWBBP · pith_short_8: FLVI7DMZ

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/FLVI7DMZDXQDWBBPOW4UTKPGFO \
  | 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: 2aea8f8d991de03b042f75b949a9e62b9c2ffd0d87c71969ebdb870ea003fe0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "999d42654f985a0c82c27356c1d2271b01edcca4a819dd564e3ab4bf1425c034",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-05T00:30:21Z",
    "title_canon_sha256": "cd89a5fb76c40db102f9e39cbe8d2022b05aaf158ee9011fa8c8c61a80f553a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.01463",
    "kind": "arxiv",
    "version": 1
  }
}