Pith Number

pith:E4UUUPEO

pith:2024:E4UUUPEOZZ4BIT354FVBKXBJCI

not attested not anchored not stored refs pending

Exploring Gradient Subspaces: Addressing and Overcoming LoRA's Limitations in Federated Fine-Tuning of Large Language Models

Ganesh Ramakrishnan, Kshitij Sharad Jadhav, Navyansh Mahla

arxiv:2410.23111 v6 · 2024-10-30 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{E4UUUPEOZZ4BIT354FVBKXBJCI}

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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

Subspace-Constrained Federated Learning with Low-Rank Adaptation

Receipt and verification

First computed	2026-07-05T10:00:42.679394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27294a3c8ece78144f7de16a155c29121d59e1fa751a728031d2b1d15f67d7e2

Aliases

arxiv: 2410.23111 · arxiv_version: 2410.23111v6 · doi: 10.48550/arxiv.2410.23111 · pith_short_12: E4UUUPEOZZ4B · pith_short_16: E4UUUPEOZZ4BIT35 · pith_short_8: E4UUUPEO

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/E4UUUPEOZZ4BIT354FVBKXBJCI \
  | 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: 27294a3c8ece78144f7de16a155c29121d59e1fa751a728031d2b1d15f67d7e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4546a75d93de16187bf02cf559aa4d3d387e6638de6f57a16f4508d79cf07520",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T15:23:44Z",
    "title_canon_sha256": "e634b9fcd8731e11cbc45f41f52a7639dc1b20fe783b545105078c13f7483a09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23111",
    "kind": "arxiv",
    "version": 6
  }
}