Pith Number

pith:GTXGLLNP

pith:2024:GTXGLLNP5242ZEPFBG7KR6VSZZ

not attested not anchored not stored refs pending

DoTA: Weight-Decomposed Tensor Adaptation for Large Language Models

Bin Wang, Jian Luan, Peiyu Liu, Wei Liu, Xiang Cheng, Xiaolin Hu, Yong Liu

arxiv:2412.20891 v1 · 2024-12-30 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{GTXGLLNP5242ZEPFBG7KR6VSZZ}

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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

Decouple and Orthogonalize: A Data-Free Framework for LoRA Merging

Receipt and verification

First computed	2026-07-05T09:55:24.219238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34ee65adafeeb9ac91e509bea8fab2ce751e30725c6b7fb12d437ef7faf90d95

Aliases

arxiv: 2412.20891 · arxiv_version: 2412.20891v1 · doi: 10.48550/arxiv.2412.20891 · pith_short_12: GTXGLLNP5242 · pith_short_16: GTXGLLNP5242ZEPF · pith_short_8: GTXGLLNP

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/GTXGLLNP5242ZEPFBG7KR6VSZZ \
  | 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: 34ee65adafeeb9ac91e509bea8fab2ce751e30725c6b7fb12d437ef7faf90d95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38e6d60ea3031e0f91d3cda96c6f386e153c42e8fe14be8d64fa0b1508495011",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-30T12:00:47Z",
    "title_canon_sha256": "6e6140e6dd87ac1363e8bf19126e0ec760adcdc964e131bfe871f915665e7657"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20891",
    "kind": "arxiv",
    "version": 1
  }
}