Pith Number

pith:VSWLRFWT

pith:2024:VSWLRFWTZFRS3NZPZJEFXDSQFV

not attested not anchored not stored refs pending

Exploring Selective Layer Fine-Tuning in Federated Learning

Bolin Ding, Jun Zhang, Yaliang Li, Yuchang Sun, Yuexiang Xie

arxiv:2408.15600 v3 · 2024-08-28 · cs.LG · 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{VSWLRFWTZFRS3NZPZJEFXDSQFV}

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

Unified Multimodal Understanding via Byte-Pair Visual Encoding

Receipt and verification

First computed	2026-07-05T09:40:19.360543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acacb896d3c9632db72fca485b8e502d4952895f60e9b0872ede0493aa9cfb9c

Aliases

arxiv: 2408.15600 · arxiv_version: 2408.15600v3 · doi: 10.48550/arxiv.2408.15600 · pith_short_12: VSWLRFWTZFRS · pith_short_16: VSWLRFWTZFRS3NZP · pith_short_8: VSWLRFWT

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/VSWLRFWTZFRS3NZPZJEFXDSQFV \
  | 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: acacb896d3c9632db72fca485b8e502d4952895f60e9b0872ede0493aa9cfb9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23254b4abefcd66b831558cac7707214d807482083876fcda6c2c430561b4ca3",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-28T07:48:39Z",
    "title_canon_sha256": "8b7c6b9cf794aeae0499192f04979c76d257e05badb91e3b15f6a696c4d03991"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15600",
    "kind": "arxiv",
    "version": 3
  }
}