Pith Number

pith:C6MK23LC

pith:2025:C6MK23LCWV3LFMFGBQK3PED76W

not attested not anchored not stored refs pending

Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation

Jiahao Xu, Ping Liu, Rui Hu, Zikai Zhang

arxiv:2506.12213 v1 · 2025-06-13 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{C6MK23LCWV3LFMFGBQK3PED76W}

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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

1 paper in Pith

Rethinking Parameter Sharing for LLM Fine-Tuning with Multiple LoRAs

Receipt and verification

First computed	2026-07-05T11:21:23.380906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1798ad6d62b576b2b0a60c15b7907ff5b5990a4a89b5e703e3ecd676133dee6b

Aliases

arxiv: 2506.12213 · arxiv_version: 2506.12213v1 · doi: 10.48550/arxiv.2506.12213 · pith_short_12: C6MK23LCWV3L · pith_short_16: C6MK23LCWV3LFMFG · pith_short_8: C6MK23LC

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/C6MK23LCWV3LFMFGBQK3PED76W \
  | 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: 1798ad6d62b576b2b0a60c15b7907ff5b5990a4a89b5e703e3ecd676133dee6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87f92036e167363075d631470e35b35cb4f2323b29c015ebcefd9788f4150b61",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-13T20:31:17Z",
    "title_canon_sha256": "8505fde4eb7884aaf2a5b9cc11efccabb799c42d63d0920e5da23bba713a1afc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12213",
    "kind": "arxiv",
    "version": 1
  }
}