Pith Number

pith:KUKMIOSZ

pith:2020:KUKMIOSZG7H6VDM4YSW2DWMWMR

not attested not anchored not stored refs pending

HeLayers: A Tile Tensors Framework for Large Neural Networks on Encrypted Data

Allon Adir (1), Ariel Farkash (1), Dov Murik (1), Ehud Aharoni (1), Gilad Ezov (1), Guy Moshkowich (1), Hayim Shaul (1), Lev Greenberg (1), Moran Baruch (1), Nir Drucker (1), Omri Soceanu (1) ((1) IBM Research), Ramy Masalha (1)

arxiv:2011.01805 v3 · 2020-11-03 · cs.CR · 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{KUKMIOSZG7H6VDM4YSW2DWMWMR}

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	2026-07-05T06:19:32.859965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5514c43a5937cfea8d9cc4ada1d9966479baa29b9ee27c1963a1b4c430cd9676

Aliases

arxiv: 2011.01805 · arxiv_version: 2011.01805v3 · doi: 10.48550/arxiv.2011.01805 · pith_short_12: KUKMIOSZG7H6 · pith_short_16: KUKMIOSZG7H6VDM4 · pith_short_8: KUKMIOSZ

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/KUKMIOSZG7H6VDM4YSW2DWMWMR \
  | 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: 5514c43a5937cfea8d9cc4ada1d9966479baa29b9ee27c1963a1b4c430cd9676

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de293231e35bbecd2a4f938b491f5a491290a3cac6a2a2355cf91f9900d94236",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-11-03T15:54:35Z",
    "title_canon_sha256": "03adb79511c754bddcecedabefcb66b8ccd58ac2229e3ca38223c6b09063971b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.01805",
    "kind": "arxiv",
    "version": 3
  }
}