Pith Number

pith:GWP3D2LT

pith:2023:GWP3D2LTLDY2TPEB4MY5KHNGBI

not attested not anchored not stored refs pending

Zero redundancy distributed learning with differential privacy

George Karypis, Justin Chiu, Ruixuan Liu, Sheng Zha, Zhiqi Bu

arxiv:2311.11822 v1 · 2023-11-20 · cs.LG · cs.CC · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GWP3D2LTLDY2TPEB4MY5KHNGBI}

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

Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?

Receipt and verification

First computed	2026-07-05T07:14:39.489206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

359fb1e97358f1a9bc81e331d51da60a05a94cdbb6de70d89ee7201d98ed9373

Aliases

arxiv: 2311.11822 · arxiv_version: 2311.11822v1 · doi: 10.48550/arxiv.2311.11822 · pith_short_12: GWP3D2LTLDY2 · pith_short_16: GWP3D2LTLDY2TPEB · pith_short_8: GWP3D2LT

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/GWP3D2LTLDY2TPEB4MY5KHNGBI \
  | 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: 359fb1e97358f1a9bc81e331d51da60a05a94cdbb6de70d89ee7201d98ed9373

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9490226ec0640e9d28c4980f6690b7836239c4c3dd0c6e7a4c1fad6b6b974b16",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-20T14:58:56Z",
    "title_canon_sha256": "219ecd915d9e83e027c349457418c4a116fe9cd09ad9ed2bf01d236512b9fbe1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.11822",
    "kind": "arxiv",
    "version": 1
  }
}