Pith Number

pith:PVEQZLEA

pith:2025:PVEQZLEAD7EHAXNTPJZZQW56TD

not attested not anchored not stored refs pending

Personalized Federated Learning via Dual-Prompt Optimization and Cross Fusion

Jian Liang, Kuangpu Guo, Yuguang Zhang, Yunbo Wang, Zhihe Lu

arxiv:2506.21144 v1 · 2025-06-26 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PVEQZLEAD7EHAXNTPJZZQW56TD}

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

Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning

Receipt and verification

First computed	2026-07-05T11:27:40.483214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d490cac801fc8705db37a73985bbe98cfb546f7d8e654c5532a74e0e60764d0

Aliases

arxiv: 2506.21144 · arxiv_version: 2506.21144v1 · doi: 10.48550/arxiv.2506.21144 · pith_short_12: PVEQZLEAD7EH · pith_short_16: PVEQZLEAD7EHAXNT · pith_short_8: PVEQZLEA

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/PVEQZLEAD7EHAXNTPJZZQW56TD \
  | 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: 7d490cac801fc8705db37a73985bbe98cfb546f7d8e654c5532a74e0e60764d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6420577c963cc187605dc1da2f2b2070849bf78073cd5d1c42e3347b482c722b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-26T10:59:14Z",
    "title_canon_sha256": "2f2126719b7d59406d991f406d62af511c2ee2c704d3611e4bd9a97b3382b66f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21144",
    "kind": "arxiv",
    "version": 1
  }
}