Pith Number

pith:WCEE7YYF

pith:2019:WCEE7YYFDOZOOLKJHREESX2N4S

not attested not anchored not stored refs pending

Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks

Bernt Schiele, Mario Fritz, Tribhuvanesh Orekondy

arxiv:1906.10908 v2 · 2019-06-26 · cs.LG · cs.CR · cs.CV · 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{WCEE7YYFDOZOOLKJHREESX2N4S}

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

Lossless Anti-Distillation Sampling

On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference

Receipt and verification

First computed	2026-07-05T00:45:06.481926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0884fe3051bb2e72d493c48495f4de4a6c3db02d17c91163667b145f0f299e0

Aliases

arxiv: 1906.10908 · arxiv_version: 1906.10908v2 · doi: 10.48550/arxiv.1906.10908 · pith_short_12: WCEE7YYFDOZO · pith_short_16: WCEE7YYFDOZOOLKJ · pith_short_8: WCEE7YYF

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/WCEE7YYFDOZOOLKJHREESX2N4S \
  | 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: b0884fe3051bb2e72d493c48495f4de4a6c3db02d17c91163667b145f0f299e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9a5bef14ba868e636ce9ec31a07e931a448dba24c6c7ebacab76a5a66f3248a",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-26T08:32:37Z",
    "title_canon_sha256": "02bdbe7177f834bd8c562d966913bece5d9c835ab236f429842cc54be7e377f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.10908",
    "kind": "arxiv",
    "version": 2
  }
}