Pith Number

pith:4POM3MXO

pith:2023:4POM3MXORR2WMNN2I6OWI3XKN3

not attested not anchored not stored refs pending

Learning to Linearize Deep Neural Networks for Secure and Efficient Private Inference

Jacqueline Liu, Peter A. Beerel, Shunlin Lu, Souvik Kundu, Yuke Zhang

arxiv:2301.09254 v1 · 2023-01-23 · cs.CV · cs.AI · 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{4POM3MXORR2WMNN2I6OWI3XKN3}

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	2026-07-05T05:34:58.712065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3dccdb2ee8c756635ba479d646eea6efb6e7b170006a8ed4ef3276e129aa8c6

Aliases

arxiv: 2301.09254 · arxiv_version: 2301.09254v1 · doi: 10.48550/arxiv.2301.09254 · pith_short_12: 4POM3MXORR2W · pith_short_16: 4POM3MXORR2WMNN2 · pith_short_8: 4POM3MXO

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/4POM3MXORR2WMNN2I6OWI3XKN3 \
  | 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: e3dccdb2ee8c756635ba479d646eea6efb6e7b170006a8ed4ef3276e129aa8c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69a64b7ca7254141458a40326c8250c73305762b1a037aa910a0ccd6e42edf2e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-01-23T03:33:38Z",
    "title_canon_sha256": "449b329bb09dbe57e750ad31f858f73d5e95441b8d5176789af58507fae6acf5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09254",
    "kind": "arxiv",
    "version": 1
  }
}