Pith Number

pith:MZYFDP74

pith:2023:MZYFDP74SWRXXFHXVPSJUY6WDR

not attested not anchored not stored refs pending

Large-Scale Application of Fault Injection into PyTorch Models -- an Extension to PyTorchFI for Validation Efficiency

Florian Geissler, Michael Paulitsch, Qutub Syed Sha, Ralf Graafe

arxiv:2310.19449 v1 · 2023-10-30 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MZYFDP74SWRXXFHXVPSJUY6WDR}

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	2026-07-05T07:06:51.179035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

667051bffc95a37b94f7abe49a63d61c451f7b7113aca8c9c6c266baaa0e7fc0

Aliases

arxiv: 2310.19449 · arxiv_version: 2310.19449v1 · doi: 10.48550/arxiv.2310.19449 · pith_short_12: MZYFDP74SWRX · pith_short_16: MZYFDP74SWRXXFHX · pith_short_8: MZYFDP74

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/MZYFDP74SWRXXFHXVPSJUY6WDR \
  | 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: 667051bffc95a37b94f7abe49a63d61c451f7b7113aca8c9c6c266baaa0e7fc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37981b1a576f1d847ece80fcbb77ed3b95789c3b4ede34e787550ba29361d489",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-30T11:18:35Z",
    "title_canon_sha256": "79e6cb05ca6721a28cd8873f1e22ef0fb5e9d2821fbba7e944c76f9ddda8d69d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19449",
    "kind": "arxiv",
    "version": 1
  }
}