Pith Number

pith:N4QNFQ6L

pith:2024:N4QNFQ6L7CNTHI655MYEQGZVMB

not attested not anchored not stored refs pending

I can't see it but I can Fine-tune it: On Encrypted Fine-tuning of Transformers using Fully Homomorphic Encryption

Daniel Takabi, Prajwal Panzade, Zhipeng Cai

arxiv:2402.09059 v1 · 2024-02-14 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N4QNFQ6L7CNTHI655MYEQGZVMB}

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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.

Cited by

1 paper in Pith

ReBoot: Encrypted Training of Deep Neural Networks with CKKS Bootstrapping

Receipt and verification

First computed	2026-07-05T07:45:07.954213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f20d2c3cbf89b33a3ddeb30481b35606ef2c481f9273c55b69187dde10b331a

Aliases

arxiv: 2402.09059 · arxiv_version: 2402.09059v1 · doi: 10.48550/arxiv.2402.09059 · pith_short_12: N4QNFQ6L7CNT · pith_short_16: N4QNFQ6L7CNTHI65 · pith_short_8: N4QNFQ6L

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/N4QNFQ6L7CNTHI655MYEQGZVMB \
  | 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: 6f20d2c3cbf89b33a3ddeb30481b35606ef2c481f9273c55b69187dde10b331a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c5dbd493555f18f6f436a9af43d789936a44f0c4d2c07adc56d3afc88d91bc5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T10:15:43Z",
    "title_canon_sha256": "59ddb7779f0fb5880cc50d8dd9aab470e81ae8f9d32aae841a92752db5ea7e70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09059",
    "kind": "arxiv",
    "version": 1
  }
}