Pith Number

pith:YY7USTQI

pith:2024:YY7USTQI4N7WH3CEAS4GLNRU5U

not attested not anchored not stored refs pending

Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation

Ran Zmigrod, Xianzhi Li, Xiaodan Zhu, Xiaomo Liu, Zhiqiang Ma

arxiv:2410.02912 v1 · 2024-10-03 · cs.AI · cs.CL · 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{YY7USTQI4N7WH3CEAS4GLNRU5U}

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

PPFL-RDSN: Privacy-Preserving Federated Learning-based Residual Dense Spatial Networks for Encrypted Lossy Image Reconstruction

Receipt and verification

First computed	2026-07-05T09:15:41.336451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c63f494e08e37f63ec4404b865b634ed2cc8fb2dac5700e78798ced60296488e

Aliases

arxiv: 2410.02912 · arxiv_version: 2410.02912v1 · doi: 10.48550/arxiv.2410.02912 · pith_short_12: YY7USTQI4N7W · pith_short_16: YY7USTQI4N7WH3CE · pith_short_8: YY7USTQI

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/YY7USTQI4N7WH3CEAS4GLNRU5U \
  | 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: c63f494e08e37f63ec4404b865b634ed2cc8fb2dac5700e78798ced60296488e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5744b4e606347bcdcfeb81a12e57f62117eca5655bba9134bef7b950cc02e066",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-03T19:02:50Z",
    "title_canon_sha256": "9356f73cda0b98ccb8f3a1a6d7b2f00dec722dbea5670e8b3d5fe4df29c3079d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02912",
    "kind": "arxiv",
    "version": 1
  }
}