Pith Number

pith:6JFXITA4

pith:2024:6JFXITA47YCWNRYMOFG4DP3M2O

not attested not anchored not stored refs pending

Interactive Classification Metrics: A graphical application to build robust intuition for classification model evaluation

Davide Chicco, David H. Brown

arxiv:2412.17066 v1 · 2024-12-22 · 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{6JFXITA47YCWNRYMOFG4DP3M2O}

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	2026-07-05T09:53:47.844341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f24b744c1cfe0566c70c714dc1bf6cd3b7a1c731d6ea33851407dace86fe7fb1

Aliases

arxiv: 2412.17066 · arxiv_version: 2412.17066v1 · doi: 10.48550/arxiv.2412.17066 · pith_short_12: 6JFXITA47YCW · pith_short_16: 6JFXITA47YCWNRYM · pith_short_8: 6JFXITA4

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/6JFXITA47YCWNRYMOFG4DP3M2O \
  | 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: f24b744c1cfe0566c70c714dc1bf6cd3b7a1c731d6ea33851407dace86fe7fb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b947ea24c639f2f5d2b542f33207bbb295203c58692d6949bb8ebd4ee5936a7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-22T15:36:15Z",
    "title_canon_sha256": "30ae6de35c2dc5a0daf6027d070f08ff02e808c0063b3e5543f443ecb32e1f4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17066",
    "kind": "arxiv",
    "version": 1
  }
}