Pith Number

pith:3S4ECBYS

pith:2021:3S4ECBYSRGGXXDUNHC5CPUBJ32

not attested not anchored not stored refs pending

Fix your Models by Fixing your Datasets

Anthony Corletti, Atindriyo Sanyal, Ben Epstein, Nidhi Vyas, Nikita Demir, Vikram Chatterji

arxiv:2112.07844 v1 · 2021-12-15 · 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{3S4ECBYSRGGXXDUNHC5CPUBJ32}

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

1 paper in Pith

Domain Knowledge in Artificial Intelligence: Using Conceptual Modeling to Increase Machine Learning Accuracy and Explainability

Receipt and verification

First computed	2026-07-05T03:41:07.607688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcb8410712898d7b8e8d38ba27d029dea76c9db271155abb42eee6386d1ac3a4

Aliases

arxiv: 2112.07844 · arxiv_version: 2112.07844v1 · doi: 10.48550/arxiv.2112.07844 · pith_short_12: 3S4ECBYSRGGX · pith_short_16: 3S4ECBYSRGGXXDUN · pith_short_8: 3S4ECBYS

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/3S4ECBYSRGGXXDUNHC5CPUBJ32 \
  | 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: dcb8410712898d7b8e8d38ba27d029dea76c9db271155abb42eee6386d1ac3a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944fea545c74ef59577332891256dd7d86c259eaa2167448ac7e1b1a818b77e6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-15T02:41:50Z",
    "title_canon_sha256": "0f63b35b00c9ca84fefadafa928a1a8fa7ece85735fdcb6d22f8e7acf4e2a8fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.07844",
    "kind": "arxiv",
    "version": 1
  }
}