Pith Number

pith:2LPXYQG7

pith:2024:2LPXYQG7A6AP2P6SCWXSCHO5AV

not attested not anchored not stored refs pending

The Impact of Initialization on LoRA Finetuning Dynamics

Bin Yu, Nikhil Ghosh, Soufiane Hayou

arxiv:2406.08447 v1 · 2024-06-12 · cs.LG · cs.AI · cs.CL · 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{2LPXYQG7A6AP2P6SCWXSCHO5AV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

The Hidden Power of Scaling Factor in LoRA Optimization

Probing Memorization of Tabular In-Context Learning

HyperAdapt: Simple High-Rank Adaptation

Receipt and verification

First computed	2026-07-05T08:31:00.086910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2df7c40df0780fd3fd215af211ddd057a0b52a8aae179b19c82ff5d59c955f9

Aliases

arxiv: 2406.08447 · arxiv_version: 2406.08447v1 · doi: 10.48550/arxiv.2406.08447 · pith_short_12: 2LPXYQG7A6AP · pith_short_16: 2LPXYQG7A6AP2P6S · pith_short_8: 2LPXYQG7

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/2LPXYQG7A6AP2P6SCWXSCHO5AV \
  | 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: d2df7c40df0780fd3fd215af211ddd057a0b52a8aae179b19c82ff5d59c955f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d10b41cd80da59cb53c905c73ad84c1a8f5332bb4d604a2ed6e42f10ead003da",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-12T17:38:20Z",
    "title_canon_sha256": "291e1d1705ed3699d7d941fdf95103e4bfc78d000c1326417d3b171a71bb8184"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08447",
    "kind": "arxiv",
    "version": 1
  }
}