Pith Number

pith:5QGWT5EW

pith:2023:5QGWT5EWUICS2PUWV5OY5GULLI

not attested not anchored not stored refs pending

Converting Transformers to Polynomial Form for Secure Inference Over Homomorphic Encryption

Gilad Ezov, Itamar Zimerman, Lior Wolf, Moran Baruch, Nir Drucker, Omri Soceanu

arxiv:2311.08610 v1 · 2023-11-15 · cs.LG · 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{5QGWT5EWUICS2PUWV5OY5GULLI}

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

Towards Efficient Privacy-Preserving Machine Learning: A Systematic Review from Protocol, Model, and System Perspectives

Receipt and verification

First computed	2026-07-05T07:13:00.379296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec0d69f496a2052d3e96af5d8e9a8b5a3f852f5d1dd9e263b0fbee304e1441a9

Aliases

arxiv: 2311.08610 · arxiv_version: 2311.08610v1 · doi: 10.48550/arxiv.2311.08610 · pith_short_12: 5QGWT5EWUICS · pith_short_16: 5QGWT5EWUICS2PUW · pith_short_8: 5QGWT5EW

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/5QGWT5EWUICS2PUWV5OY5GULLI \
  | 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: ec0d69f496a2052d3e96af5d8e9a8b5a3f852f5d1dd9e263b0fbee304e1441a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57f54aeb1e0f0d5f46f129fa79703267126b07aa00ebe1088685817ddd5a4c28",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-15T00:23:58Z",
    "title_canon_sha256": "517e36fb44ed6ea2c7ae1946938b639550f0b4232fc12b908721fe84c471667a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08610",
    "kind": "arxiv",
    "version": 1
  }
}