Pith Number

pith:27BXKOBS

pith:2024:27BXKOBSMWUUP6B4RVAF7YRQ3J

not attested not anchored not stored refs pending

Prompt Public Large Language Models to Synthesize Data for Private On-device Applications

Daniel Ramage, Shanshan Wu, Yanxiang Zhang, Yuanbo Zhang, Zheng Xu

arxiv:2404.04360 v2 · 2024-04-05 · cs.LG · cs.CL · 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{27BXKOBSMWUUP6B4RVAF7YRQ3J}

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

Clustering and Median Aggregation Improve Differentially Private Inference

Receipt and verification

First computed	2026-07-05T08:52:53.125232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7c375383265a947f83c8d405fe230da6e34022e3eb38cfc624d05e70466e3c6

Aliases

arxiv: 2404.04360 · arxiv_version: 2404.04360v2 · doi: 10.48550/arxiv.2404.04360 · pith_short_12: 27BXKOBSMWUU · pith_short_16: 27BXKOBSMWUUP6B4 · pith_short_8: 27BXKOBS

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/27BXKOBSMWUUP6B4RVAF7YRQ3J \
  | 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: d7c375383265a947f83c8d405fe230da6e34022e3eb38cfc624d05e70466e3c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48e838587d6970a8d49ff3f9763e85794b384295b30dc732df6c2707db7eaa8a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-05T19:14:14Z",
    "title_canon_sha256": "b660bb358b105a49e42b78be2a43bf34c75daf4e57e9e221578444ebe686d755"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04360",
    "kind": "arxiv",
    "version": 2
  }
}