Pith Number

pith:455NGT2N

pith:2023:455NGT2NGRVMK74FVYSOKCSTED

not attested not anchored not stored refs pending

Does the evaluation stand up to evaluation? A first-principle approach to the evaluation of classifiers

A. S. Lundervold, K. Dyrland, P.G.L. Porta Mana

arxiv:2302.12006 v1 · 2023-02-21 · cs.LG · physics.data-an

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{455NGT2NGRVMK74FVYSOKCSTED}

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

3 papers in Pith

ECUAS$_n$: A family of metrics for principled evaluation of uncertainty-augmented systems

Receipt and verification

First computed	2026-07-05T05:44:58.914712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e77ad34f4d346ac57f85ae24e50a5320f1b2d385cf905a5724acfb8f4e18961a

Aliases

arxiv: 2302.12006 · arxiv_version: 2302.12006v1 · doi: 10.48550/arxiv.2302.12006 · pith_short_12: 455NGT2NGRVM · pith_short_16: 455NGT2NGRVMK74F · pith_short_8: 455NGT2N

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/455NGT2NGRVMK74FVYSOKCSTED \
  | 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: e77ad34f4d346ac57f85ae24e50a5320f1b2d385cf905a5724acfb8f4e18961a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42f1e5d969a4a0cce8eba46272e40b557d6c8b44a3f6ec08628a30340c19b2c7",
    "cross_cats_sorted": [
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-21T09:55:19Z",
    "title_canon_sha256": "19ada7f645cb7d796b717c369c95a374ee51e9e47982a3662ca3eead8780763a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.12006",
    "kind": "arxiv",
    "version": 1
  }
}