Pith Number

pith:QX7KI6EY

pith:2024:QX7KI6EYIY4VM2STVG457L5YMD

not attested not anchored not stored refs pending

Open LLMs are Necessary for Current Private Adaptations and Outperform their Closed Alternatives

Adam Dziedzic, Franziska Boenisch, Iyiola Emmanuel Olatunji, Michael Backes, Tom Blanchard, Vincent Hanke

arxiv:2411.05818 v2 · 2024-11-02 · cs.LG · 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{QX7KI6EYIY4VM2STVG457L5YMD}

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

Differentially Private In-context Learning via Sampling Few-shot Mixed with Zero-shot Outputs

Receipt and verification

First computed	2026-07-05T09:35:54.050405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85fea478984639566a53a9b9dfafb860dbbf71a00e87e8a5b35d191e20884c7d

Aliases

arxiv: 2411.05818 · arxiv_version: 2411.05818v2 · doi: 10.48550/arxiv.2411.05818 · pith_short_12: QX7KI6EYIY4V · pith_short_16: QX7KI6EYIY4VM2ST · pith_short_8: QX7KI6EY

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/QX7KI6EYIY4VM2STVG457L5YMD \
  | 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: 85fea478984639566a53a9b9dfafb860dbbf71a00e87e8a5b35d191e20884c7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "804b2e751b5b6c161df3bddef97f9c49dfdd944096f4ba2fc7e0721d8339c167",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-02T12:02:09Z",
    "title_canon_sha256": "a2c6325f6d90dcea89d7a0461cbd86529f596ef13cee9b954ff25591403392e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05818",
    "kind": "arxiv",
    "version": 2
  }
}