Pith Number

pith:CVMRBZY3

pith:2019:CVMRBZY3CAYZ54SRHTHYZUOMLK

not attested not anchored not stored refs pending

The Probabilistic Fault Tolerance of Neural Networks in the Continuous Limit

Andrei Kucharavy, El-Mahdi El-Mhamdi, Rachid Guerraoui, Sergei Volodin

arxiv:1902.01686 v2 · 2019-02-05 · stat.ML · cs.DC · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CVMRBZY3CAYZ54SRHTHYZUOMLK}

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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	2026-07-05T00:07:06.319683Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

155910e71b10319ef2513ccf8cd1cc5aa2cc6f289dc70f17ea2b283cf24e9016

Aliases

arxiv: 1902.01686 · arxiv_version: 1902.01686v2 · doi: 10.48550/arxiv.1902.01686 · pith_short_12: CVMRBZY3CAYZ · pith_short_16: CVMRBZY3CAYZ54SR · pith_short_8: CVMRBZY3

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/CVMRBZY3CAYZ54SRHTHYZUOMLK \
  | 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: 155910e71b10319ef2513ccf8cd1cc5aa2cc6f289dc70f17ea2b283cf24e9016

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7dd189b186ff9733bd1b0ba20481d3c295e5a018e858113956b3f0df36ac704",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-02-05T14:08:21Z",
    "title_canon_sha256": "0a39ec39bf0d346fd3513a5e1e50c6ffadad24e4e12de0335f6e73e18d7c199a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.01686",
    "kind": "arxiv",
    "version": 2
  }
}