Pith Number

pith:GISD4YOV

pith:2022:GISD4YOVPCPW6RCRGQ6J3KDVFQ

not attested not anchored not stored refs pending

Striving for data-model efficiency: Identifying data externalities on group performance

Alex Beutel, Ben Packer, Esther Rolf, Fernando Diaz

arxiv:2211.06348 v1 · 2022-11-11 · 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{GISD4YOVPCPW6RCRGQ6J3KDVFQ}

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

Local vs. Global: Local Land-Use and Land-Cover Models Deliver Higher Quality Maps

Receipt and verification

First computed	2026-07-05T05:15:20.026981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32243e61d5789f6f4451343c9da8752c231992407bb16ea15422e43aab202d22

Aliases

arxiv: 2211.06348 · arxiv_version: 2211.06348v1 · doi: 10.48550/arxiv.2211.06348 · pith_short_12: GISD4YOVPCPW · pith_short_16: GISD4YOVPCPW6RCR · pith_short_8: GISD4YOV

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/GISD4YOVPCPW6RCRGQ6J3KDVFQ \
  | 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: 32243e61d5789f6f4451343c9da8752c231992407bb16ea15422e43aab202d22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0396511ec16efac224d3fcfafecc85a2be3ada4fffaa886d82afcfdad7b534e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-11T16:48:27Z",
    "title_canon_sha256": "5fcf18b8f59dfe7b79fe5ba8204a5d9dffe675c1fb16eeb260b0d65612602571"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.06348",
    "kind": "arxiv",
    "version": 1
  }
}