Pith Number

pith:AYAB4MES

pith:2025:AYAB4MESJXPUWADJHMBCMS6BCB

not attested not anchored not stored refs pending

Are Domain Generalization Benchmarks with Accuracy on the Line Misspecified?

Nicole Chiou, Olawale Salaudeen, Sanmi Koyejo, Shiny Weng

arxiv:2504.00186 v3 · 2025-03-31 · cs.LG · cs.AI · 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{AYAB4MESJXPUWADJHMBCMS6BCB}

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

Position: Stop Evaluating AI with Human Tests, Develop Principled, AI-specific Tests instead

Receipt and verification

First computed	2026-07-05T11:47:20.969224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06001e30924ddf4b00693b02264bc110593cab2ef12c9b380affc346e2b3fa71

Aliases

arxiv: 2504.00186 · arxiv_version: 2504.00186v3 · doi: 10.48550/arxiv.2504.00186 · pith_short_12: AYAB4MESJXPU · pith_short_16: AYAB4MESJXPUWADJ · pith_short_8: AYAB4MES

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/AYAB4MESJXPUWADJHMBCMS6BCB \
  | 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: 06001e30924ddf4b00693b02264bc110593cab2ef12c9b380affc346e2b3fa71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e22792742e5c20e6fdc993de14f05127b4ef1bdda986e06b72e6c484c52dd91d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-31T19:50:04Z",
    "title_canon_sha256": "1c1fa17acd04f14b2cdaca55dbb4a997034602349b9e6f8a4a443c6385a69f28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00186",
    "kind": "arxiv",
    "version": 3
  }
}