Pith Number

pith:OTN7JZ6V

pith:2024:OTN7JZ6VDBSMHDYTZLHMGD2KLR

not attested not anchored not stored refs pending

Computational Limits of Low-Rank Adaptation (LoRA) Fine-Tuning for Transformer Models

En-Jui Kuo, Han Liu, Jerry Yao-Chieh Hu, Maojiang Su, Zhao Song

arxiv:2406.03136 v2 · 2024-06-05 · cs.LG · cs.AI · cs.CC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OTN7JZ6VDBSMHDYTZLHMGD2KLR}

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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

Only Large Weights (And Not Skip Connections) Can Prevent the Perils of Rank Collapse

Receipt and verification

First computed	2026-07-05T11:16:49.365300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74dbf4e7d51864c38f13cacec30f4a5c4356b1136283ba80438943a871b44e4a

Aliases

arxiv: 2406.03136 · arxiv_version: 2406.03136v2 · doi: 10.48550/arxiv.2406.03136 · pith_short_12: OTN7JZ6VDBSM · pith_short_16: OTN7JZ6VDBSMHDYT · pith_short_8: OTN7JZ6V

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/OTN7JZ6VDBSMHDYTZLHMGD2KLR \
  | 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: 74dbf4e7d51864c38f13cacec30f4a5c4356b1136283ba80438943a871b44e4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a3535ae0773c98c6552e3e71035add9f7c3b6b1118d15d9a70420efc57382d0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-05T10:44:08Z",
    "title_canon_sha256": "2b438bdae3b8ba65de851520a779998fb51556caabb9c873ed5adf968dd0f405"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03136",
    "kind": "arxiv",
    "version": 2
  }
}