Pith Number

pith:CS73F6OL

pith:2022:CS73F6OLF7SHFTIIFE34O3VXAW

not attested not anchored not stored refs pending

Exploring Parameter-Efficient Fine-Tuning to Enable Foundation Models in Federated Learning

Chen Chen, Guangyu Sun, Matias Mendieta, Pu Wang, Umar Khalid

arxiv:2210.01708 v5 · 2022-10-04 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{CS73F6OLF7SHFTIIFE34O3VXAW}

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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

Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

Receipt and verification

First computed	2026-07-05T09:53:37.794772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14bfb2f9cb2fe472cd082937c76eb705a58275a28cffe2ba099f6be794b77585

Aliases

arxiv: 2210.01708 · arxiv_version: 2210.01708v5 · doi: 10.48550/arxiv.2210.01708 · pith_short_12: CS73F6OLF7SH · pith_short_16: CS73F6OLF7SHFTII · pith_short_8: CS73F6OL

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/CS73F6OLF7SHFTIIFE34O3VXAW \
  | 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: 14bfb2f9cb2fe472cd082937c76eb705a58275a28cffe2ba099f6be794b77585

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "390cc4c97ac728f4987d31340456ea186be4beb195e35aff86c6658c699533b2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-04T16:08:54Z",
    "title_canon_sha256": "30b1f2016a5c9524d761ce0711588999dc7dce1f89e2785c2a507407b55d2dcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.01708",
    "kind": "arxiv",
    "version": 5
  }
}