Pith Number

pith:5BZJTRWK

pith:2018:5BZJTRWKNKPK27LK6UGTQ3GBCB

not attested not anchored not stored refs pending

Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Alina Oprea, Battista Biggio, Bo Li, Chang Liu, Cristina Nita-Rotaru, Matthew Jagielski

arxiv:1804.00308 v3 · 2018-04-01 · cs.CR · cs.GT · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5BZJTRWKNKPK27LK6UGTQ3GBCB}

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

3 papers in Pith

Structural Adversarial Attacks on Relational Deep Learning under Integrity Constraints

RAG-Pull: Turning Retrieval into a Code-Injection Channel via Invisible Unicode Perturbations

Enabling Adversarial Robustness in AI Models through Kubeflow MLOps

Receipt and verification

First computed	2026-07-05T03:17:43.312963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e87299c6ca6a9ead7d6af50d386cc110770cbeb7f87dffa4e0b93c0b4074040a

Aliases

arxiv: 1804.00308 · arxiv_version: 1804.00308v3 · doi: 10.48550/arxiv.1804.00308 · pith_short_12: 5BZJTRWKNKPK · pith_short_16: 5BZJTRWKNKPK27LK · pith_short_8: 5BZJTRWK

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/5BZJTRWKNKPK27LK6UGTQ3GBCB \
  | 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: e87299c6ca6a9ead7d6af50d386cc110770cbeb7f87dffa4e0b93c0b4074040a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ff3638923709392c5ba244bb9f9e9d45c14540607d540ac9cf54c22af7c7562",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-04-01T15:56:43Z",
    "title_canon_sha256": "e5ab569d0ba5a91e3244ad9ef7c8dad67cb899a00fb5e6b6c43919cd0fc870dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.00308",
    "kind": "arxiv",
    "version": 3
  }
}