Pith Number

pith:NPSFQZY7

pith:2020:NPSFQZY7OX2T7SIV22CAYY4KOC

not attested not anchored not stored refs pending

Fault Injectors for TensorFlow: Evaluation of the Impact of Random Hardware Faults on Deep CNNs

Andrey Morozov, Christoph Schorn, Emil Valiev, Kai Ding, Klaus Janschek, Lydia Gauerhof, Michael Beyer

arxiv:2012.07037 v1 · 2020-12-13 · 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{NPSFQZY7OX2T7SIV22CAYY4KOC}

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	2026-07-05T01:59:16.622281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6be458671f75f53fc915d6840c638a7082418114fabba5a81fa028b712079776

Aliases

arxiv: 2012.07037 · arxiv_version: 2012.07037v1 · doi: 10.48550/arxiv.2012.07037 · pith_short_12: NPSFQZY7OX2T · pith_short_16: NPSFQZY7OX2T7SIV · pith_short_8: NPSFQZY7

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/NPSFQZY7OX2T7SIV22CAYY4KOC \
  | 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: 6be458671f75f53fc915d6840c638a7082418114fabba5a81fa028b712079776

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "847a3caa53a44818eb6cb36db4eda415c7623feba9be050710f90d6bb7dafd22",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-13T11:16:25Z",
    "title_canon_sha256": "191ba224a611afd4b9be9b9f6169fa7db5560ec86a8a03ab68f3010c78e3deaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.07037",
    "kind": "arxiv",
    "version": 1
  }
}