Pith Number

pith:DFZ6GSPG

pith:2023:DFZ6GSPGYS4NRAHUU7EHKGIP3W

not attested not anchored not stored refs pending

Attesting Distributional Properties of Training Data for Machine Learning

Anudeep Das, Hossein Yalame, N. Asokan, Nora Khayata, Thomas Schneider, Vasisht Duddu

arxiv:2308.09552 v4 · 2023-08-18 · cs.CR · 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{DFZ6GSPGYS4NRAHUU7EHKGIP3W}

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	2026-07-05T08:05:50.090590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1973e349e6c4b8d880f4a7c875190fdd9397ed6a5f6d04afb84acc1d46335c31

Aliases

arxiv: 2308.09552 · arxiv_version: 2308.09552v4 · doi: 10.48550/arxiv.2308.09552 · pith_short_12: DFZ6GSPGYS4N · pith_short_16: DFZ6GSPGYS4NRAHU · pith_short_8: DFZ6GSPG

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/DFZ6GSPGYS4NRAHUU7EHKGIP3W \
  | 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: 1973e349e6c4b8d880f4a7c875190fdd9397ed6a5f6d04afb84acc1d46335c31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc07c88fa5bfa5403a472ae2ccf3fc56ea93835dc7e1a78ca148087b997fd59f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-08-18T13:33:02Z",
    "title_canon_sha256": "93c510ec3743a0f758fe9c0caa87b8ce9b92348582d32fd691fe60ad4aa8c6f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.09552",
    "kind": "arxiv",
    "version": 4
  }
}