Pith Number

pith:Q3FKWDSU

pith:2024:Q3FKWDSUDBQTM7Z4P5AHQN2GZQ

not attested not anchored not stored refs pending

Beyond Accuracy: Ensuring Correct Predictions With Correct Rationales

Mengmeng Ma, Tang Li, Xi Peng

arxiv:2411.00132 v2 · 2024-10-31 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q3FKWDSUDBQTM7Z4P5AHQN2GZQ}

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

Interpretable Failure Detection with Human-Level Concepts

Receipt and verification

First computed	2026-07-05T09:32:13.003787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86caab0e541861367f3c7f40783746cc2f71aeb43608aec25e6d1761c8508d96

Aliases

arxiv: 2411.00132 · arxiv_version: 2411.00132v2 · doi: 10.48550/arxiv.2411.00132 · pith_short_12: Q3FKWDSUDBQT · pith_short_16: Q3FKWDSUDBQTM7Z4 · pith_short_8: Q3FKWDSU

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/Q3FKWDSUDBQTM7Z4P5AHQN2GZQ \
  | 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: 86caab0e541861367f3c7f40783746cc2f71aeb43608aec25e6d1761c8508d96

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8ee1aadc4471e27d9c96b2a693c37be08bf8d068594ae7158b9c912ea7377a1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T18:33:39Z",
    "title_canon_sha256": "11a78091df1ebec0c5894dc41a151d6488995359059cf730c9a4d4c37854ff2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00132",
    "kind": "arxiv",
    "version": 2
  }
}