Pith Number

pith:3GS3BBV2

pith:2023:3GS3BBV2XRWWVK6VEGBUXT7FEQ

not attested not anchored not stored refs pending

Visual Prompt Based Personalized Federated Learning

Baoyuan Wu, Dacheng Tao, Guanghao Li, Li Shen, Wansen Wu, Yan Sun

arxiv:2303.08678 v1 · 2023-03-15 · cs.LG · cs.CV · 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{3GS3BBV2XRWWVK6VEGBUXT7FEQ}

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

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models

Receipt and verification

First computed	2026-07-05T05:51:36.199714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9a5b086babc6d6aabd521834bcfe52421f4e20761a1a5ead25b3deff124d715

Aliases

arxiv: 2303.08678 · arxiv_version: 2303.08678v1 · doi: 10.48550/arxiv.2303.08678 · pith_short_12: 3GS3BBV2XRWW · pith_short_16: 3GS3BBV2XRWWVK6V · pith_short_8: 3GS3BBV2

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/3GS3BBV2XRWWVK6VEGBUXT7FEQ \
  | 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: d9a5b086babc6d6aabd521834bcfe52421f4e20761a1a5ead25b3deff124d715

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fffb4cfb04fbbb86a5bdec418ef707023ccdbc2ab91ceace956c1b7dcdc83225",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-15T15:02:15Z",
    "title_canon_sha256": "45d5f70af3d1583f1dd5ac7a0a7293e2c490224e4d0c861eb9507b63b4280624"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08678",
    "kind": "arxiv",
    "version": 1
  }
}