Pith Number

pith:ITBOXBB7

pith:2020:ITBOXBB75VIKINXHLUHTPV3Y5G

not attested not anchored not stored refs pending

How Does Data Augmentation Affect Privacy in Machine Learning?

Da Yu, Huishuai Zhang, Jian Yin, Tie-Yan Liu, Wei Chen

arxiv:2007.10567 v3 · 2020-07-21 · cs.LG · 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{ITBOXBB75VIKINXHLUHTPV3Y5G}

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	2026-07-05T02:18:29.799184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44c2eb843fed50a436e75d0f37d778e9a429dbd14d5d0af2dfeba1c980299d59

Aliases

arxiv: 2007.10567 · arxiv_version: 2007.10567v3 · doi: 10.48550/arxiv.2007.10567 · pith_short_12: ITBOXBB75VIK · pith_short_16: ITBOXBB75VIKINXH · pith_short_8: ITBOXBB7

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/ITBOXBB75VIKINXHLUHTPV3Y5G \
  | 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: 44c2eb843fed50a436e75d0f37d778e9a429dbd14d5d0af2dfeba1c980299d59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b45107f13c9b11993374872304dec8cf066b2498c2a23f0e40f2bbbf868f77d7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-21T02:21:10Z",
    "title_canon_sha256": "0edeb447e2c07fac2c52f85a07535acb8f8fe949c9bde413d5a9fdc9dae2150d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.10567",
    "kind": "arxiv",
    "version": 3
  }
}