Pith Number

pith:JJR2BGOU

pith:2025:JJR2BGOUQR3BX5ZVGO4XETEYVJ

not attested not anchored not stored refs pending

Set Visualizations for Comparing and Evaluating Machine Learning Models

Cody Dunne, Derek Millard, Eamon Conway, Liudas Panavas, Norbou Buchler, Racquel Fygenson, Tarik Crnovrsanin

arxiv:2502.14675 v1 · 2025-01-30 · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JJR2BGOUQR3BX5ZVGO4XETEYVJ}

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	2026-07-05T10:17:30.965649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a63a099d484761bf73533b9724c98aa7302a12134d4ebd796b0cf4a76dd40de

Aliases

arxiv: 2502.14675 · arxiv_version: 2502.14675v1 · doi: 10.48550/arxiv.2502.14675 · pith_short_12: JJR2BGOUQR3B · pith_short_16: JJR2BGOUQR3BX5ZV · pith_short_8: JJR2BGOU

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/JJR2BGOUQR3BX5ZVGO4XETEYVJ \
  | 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: 4a63a099d484761bf73533b9724c98aa7302a12134d4ebd796b0cf4a76dd40de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d3d9af21bf96c856932034831a60dad18dbdfab799df2ac1e2eb608bd7d166a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-01-30T17:07:49Z",
    "title_canon_sha256": "8158b43653dba6396f49ff02c40a821e592f68572fee905ce9c4a19e85fd03c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14675",
    "kind": "arxiv",
    "version": 1
  }
}