Pith Number

pith:VIZN2QN4

pith:2025:VIZN2QN4IO4UAHWLFEUCCVHIPI

not attested not anchored not stored refs pending

A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning

Jieming Bian, Jie Xu, Lei Wang, Yin Huang, Yuanzhe Peng

arxiv:2504.21099 v1 · 2025-04-29 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VIZN2QN4IO4UAHWLFEUCCVHIPI}

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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

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models

A Survey of Personalized Federated Foundation Models for Privacy-Preserving Recommendation

Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge

Receipt and verification

First computed	2026-07-05T10:55:56.665132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa32dd41bc43b9401ecb29282154e87a325183e7117b7cdc7704d8acf158df7e

Aliases

arxiv: 2504.21099 · arxiv_version: 2504.21099v1 · doi: 10.48550/arxiv.2504.21099 · pith_short_12: VIZN2QN4IO4U · pith_short_16: VIZN2QN4IO4UAHWL · pith_short_8: VIZN2QN4

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/VIZN2QN4IO4UAHWLFEUCCVHIPI \
  | 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: aa32dd41bc43b9401ecb29282154e87a325183e7117b7cdc7704d8acf158df7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d1b938d2b9e4d5915fab4e10b41e56f86366067a66c953c1d875b8b2e0732b4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-29T18:18:39Z",
    "title_canon_sha256": "db04b0c21d2ede69e8958451f2702ee8ab467f9232afbd1509385a0e12684c11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21099",
    "kind": "arxiv",
    "version": 1
  }
}