Pith Number

pith:IGCPYRLP

pith:2026:IGCPYRLPGWEM6PYW3X7NGVIGKT

not attested not anchored not stored refs pending

Data-aware Static Analysis: Improving Detection of Semantic Faults in Machine Learning Code Using Data Characteristics

D\'aniel Varr\'o, Kristian Sandahl, Willem Meijer

arxiv:2606.09957 v1 · 2026-06-08 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGCPYRLPGWEM6PYW3X7NGVIGKT}

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	2026-06-10T00:08:34.807525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4184fc456f3588cf3f16ddfed3550654eaf2deb7729978e65c43b3c540522c1e

Aliases

arxiv: 2606.09957 · arxiv_version: 2606.09957v1 · doi: 10.48550/arxiv.2606.09957 · pith_short_12: IGCPYRLPGWEM · pith_short_16: IGCPYRLPGWEM6PYW · pith_short_8: IGCPYRLP

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/IGCPYRLPGWEM6PYW3X7NGVIGKT \
  | 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: 4184fc456f3588cf3f16ddfed3550654eaf2deb7729978e65c43b3c540522c1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f3a253f3d468a5f9a34854324562c89dcaebae54c2a26a592e87bdd5a835980",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-08T11:59:41Z",
    "title_canon_sha256": "8b3085bd06dcb3619b7d260023d0d3ad2132dc9bacf8a71f4eba70f877e41b98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09957",
    "kind": "arxiv",
    "version": 1
  }
}