Pith Number

pith:2JYMZTVO

pith:2019:2JYMZTVOYJF4T7Z4CTTQE7TXC2

not attested not anchored not stored refs pending

Trident: Efficient 4PC Framework for Privacy Preserving Machine Learning

Ajith Suresh, Harsh Chaudhari, Rahul Rachuri

arxiv:1912.02631 v2 · 2019-12-05 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JYMZTVOYJF4T7Z4CTTQE7TXC2}

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

High-Throughput and Scalable Secure Inference Protocols for Deep Learning with Packed Secret Sharing

Receipt and verification

First computed	2026-07-05T02:46:57.766855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d270ccceaec24bc9ff3c14e7027e7716906913b95a80bcdac1f19781753b7692

Aliases

arxiv: 1912.02631 · arxiv_version: 1912.02631v2 · doi: 10.48550/arxiv.1912.02631 · pith_short_12: 2JYMZTVOYJF4 · pith_short_16: 2JYMZTVOYJF4T7Z4 · pith_short_8: 2JYMZTVO

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/2JYMZTVOYJF4T7Z4CTTQE7TXC2 \
  | 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: d270ccceaec24bc9ff3c14e7027e7716906913b95a80bcdac1f19781753b7692

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f6b29dd3757b67e928f58bc7da4c2ce513331a4ba13b395cc5cb6922aca3dfb",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-05T15:06:39Z",
    "title_canon_sha256": "bad47651b0e6adf00c01e665816d4319863e3d0055eacae464c373f6e4108ac0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02631",
    "kind": "arxiv",
    "version": 2
  }
}