Pith Number

pith:6LNEJMZS

pith:2025:6LNEJMZSNSV7AKXHK4FHOSVFNJ

not attested not anchored not stored refs pending

Scaling Laws for Differentially Private Language Models

Amer Sinha, Badih Ghazi, Borja Balle, Chiyuan Zhang, Christopher A. Choquette-Choo, Da Yu, George Kaissis, Ravi Kumar, Ruibo Liu, Ryan McKenna, Yangsibo Huang, Zachary Charles

arxiv:2501.18914 v1 · 2025-01-31 · 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{6LNEJMZSNSV7AKXHK4FHOSVFNJ}

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

3 papers in Pith

High-Dimensional Private Linear Regression with Optimal Rates

Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD

Less Random, More Private: What is the Optimal Subsampling Scheme for DP-SGD?

Receipt and verification

First computed	2026-07-05T10:07:53.576435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2da44b3326cabf02ae7570a774aa56a69893084297d80a6b5a238102b8806bf

Aliases

arxiv: 2501.18914 · arxiv_version: 2501.18914v1 · doi: 10.48550/arxiv.2501.18914 · pith_short_12: 6LNEJMZSNSV7 · pith_short_16: 6LNEJMZSNSV7AKXH · pith_short_8: 6LNEJMZS

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/6LNEJMZSNSV7AKXHK4FHOSVFNJ \
  | 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: f2da44b3326cabf02ae7570a774aa56a69893084297d80a6b5a238102b8806bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c82875eca3d1fd04a9c99b910f848afedfaec73e9e8e2bf19d90c4f6562485e",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T06:32:46Z",
    "title_canon_sha256": "90084de20f8b6246e8d2c512875a8fe767775833ab5cab1d195be8f68e7d4538"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18914",
    "kind": "arxiv",
    "version": 1
  }
}