Pith Number

pith:F45FKOCE

pith:2022:F45FKOCEVWZG5WTEFPQFOAOUJJ

not attested not anchored not stored refs pending

Efficient ML Models for Practical Secure Inference

Anwesh Bhattacharya, Divya Gupta, Nishanth Chandran, Pratyush Kumar, Rahul Sharma, Vinod Ganesan

arxiv:2209.00411 v2 · 2022-08-26 · 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{F45FKOCEVWZG5WTEFPQFOAOUJJ}

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	2026-07-05T04:54:04.799096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f3a553844adb26eda642be05701d44a7346d2b59cc28f147b1bbe5218e758ab

Aliases

arxiv: 2209.00411 · arxiv_version: 2209.00411v2 · doi: 10.48550/arxiv.2209.00411 · pith_short_12: F45FKOCEVWZG · pith_short_16: F45FKOCEVWZG5WTE · pith_short_8: F45FKOCE

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/F45FKOCEVWZG5WTEFPQFOAOUJJ \
  | 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: 2f3a553844adb26eda642be05701d44a7346d2b59cc28f147b1bbe5218e758ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9567344f3d28f5f8e04eb5d5be321f068f4aed12e794b500d17ccd273c1b7cd4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-08-26T09:42:21Z",
    "title_canon_sha256": "8c4a5b9c234d155460adc2a56029e0a65ec0062f68e2f5f6fdb48d015b3b1fc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.00411",
    "kind": "arxiv",
    "version": 2
  }
}