Pith Number

pith:NKOBSWLP

pith:2025:NKOBSWLPTFWFDCZSJMGVCJYJUB

not attested not anchored not stored refs pending

Understanding the Learning Dynamics of LoRA: A Gradient Flow Perspective on Low-Rank Adaptation in Matrix Factorization

Enrique Mallada, Hancheng Min, Jinqi Luo, Lachlan Ewen MacDonald, Rene Vidal, Salma Tarmoun, Ziqing Xu

arxiv:2503.06982 v1 · 2025-03-10 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{NKOBSWLPTFWFDCZSJMGVCJYJUB}

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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

2 papers in Pith

High-Dimensional Theory of LoRA Fine-Tuning in a Solvable Attention Model

Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs

Receipt and verification

First computed	2026-07-05T10:27:47.100969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a9c19596f996c518b324b0d512709a063fe7dbcb4f41dc55d428d30cd218077

Aliases

arxiv: 2503.06982 · arxiv_version: 2503.06982v1 · doi: 10.48550/arxiv.2503.06982 · pith_short_12: NKOBSWLPTFWF · pith_short_16: NKOBSWLPTFWFDCZS · pith_short_8: NKOBSWLP

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/NKOBSWLPTFWFDCZSJMGVCJYJUB \
  | 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: 6a9c19596f996c518b324b0d512709a063fe7dbcb4f41dc55d428d30cd218077

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d9d169da7f258511b9e22ee4dd894c2792ff4d9586b99ad7103fcaca653ee2b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-10T06:57:10Z",
    "title_canon_sha256": "d5112c6ded60ef0661b2a8cbf503c0424a6cc439692ed62f9f1ed2e9f106d82a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06982",
    "kind": "arxiv",
    "version": 1
  }
}