Pith Number

pith:UO74XIO3

pith:2024:UO74XIO3RWT2CF6H2RTJ3UWAVO

not attested not anchored not stored refs pending

Neural Network Training on Encrypted Data with TFHE

Andrei Stoian, Celia Kherfallah, Jordan Frery, Luis Montero, Roman Bredehoft

arxiv:2401.16136 v1 · 2024-01-29 · cs.CR · 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{UO74XIO3RWT2CF6H2RTJ3UWAVO}

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

ReBoot: Encrypted Training of Deep Neural Networks with CKKS Bootstrapping

Receipt and verification

First computed	2026-07-05T07:38:44.583456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3bfcba1db8da7a117c7d4669dd2c0ab9d98759f8fecdeaab5ef8e78be51665a

Aliases

arxiv: 2401.16136 · arxiv_version: 2401.16136v1 · doi: 10.48550/arxiv.2401.16136 · pith_short_12: UO74XIO3RWT2 · pith_short_16: UO74XIO3RWT2CF6H · pith_short_8: UO74XIO3

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/UO74XIO3RWT2CF6H2RTJ3UWAVO \
  | 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: a3bfcba1db8da7a117c7d4669dd2c0ab9d98759f8fecdeaab5ef8e78be51665a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dc0a25a6cc3651fb9f02d135ee6aaaf969e11118bb97c3a26416710af92855a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-29T13:07:08Z",
    "title_canon_sha256": "a5abfb8dc5737df6922fdf898668528f55f2eec65cb0f0b2e373222ce3bf3c38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16136",
    "kind": "arxiv",
    "version": 1
  }
}