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Pith Number

pith:S4MU2OGC

pith:2021:S4MU2OGCYCVXBH4LMLPC35ODJD
not attested not anchored not stored refs pending

Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

Abhinav Jain, Aniya Aggarwal, Diptikalyan Saha, Hima Patel, Lokesh Nagalapatti, Naveen Panwar, Nitin Gupta, Pranay Lohia, Ruhi Sharma Mittal, Sameep Mehta, Sandeep Hans, Shanmukha Guttula, Shazia Afzal

arxiv:2108.05935 v2 · 2021-08-12 · cs.LG

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\usepackage{pith}
\pithnumber{S4MU2OGCYCVXBH4LMLPC35ODJD}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T03:11:32.352583Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

97194d38c2c0ab709f8b62de2df5c348dd15241ee67f67051bc4bc8a3b5c9898

Aliases

arxiv: 2108.05935 · arxiv_version: 2108.05935v2 · doi: 10.48550/arxiv.2108.05935 · pith_short_12: S4MU2OGCYCVX · pith_short_16: S4MU2OGCYCVXBH4L · pith_short_8: S4MU2OGC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/S4MU2OGCYCVXBH4LMLPC35ODJD \
  | 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: 97194d38c2c0ab709f8b62de2df5c348dd15241ee67f67051bc4bc8a3b5c9898
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c99b4ec9c25af6a21fb7bf951396061bbe1ad21b5054783b2608f080c3cc71bf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-12T19:22:27Z",
    "title_canon_sha256": "ecf3c260d00b8662520b59b347cec70f607839b261769d97b053214685fdbb03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.05935",
    "kind": "arxiv",
    "version": 2
  }
}