Pith Number

pith:XJYPXDHT

pith:2024:XJYPXDHT5CE4ERHU56YGF2VMIN

not attested not anchored not stored refs pending

LoRA+: Efficient Low Rank Adaptation of Large Models

Bin Yu, Nikhil Ghosh, Soufiane Hayou

arxiv:2402.12354 v2 · 2024-02-19 · 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{XJYPXDHT5CE4ERHU56YGF2VMIN}

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

20 papers in Pith

Dive Into the Implicit Biases of Low-rank Vision-language Alignment

SSM Adapters via Hankel Reduced-order Modeling: Injection Site Determines Task Suitability in Long-Context Fine-Tuning

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems

5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion

Receipt and verification

First computed	2026-07-05T08:40:13.756996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba70fb8cf3e889c244f4efb062eaac434d8ddf96aa17da8b80fcf102d68a8cb4

Aliases

arxiv: 2402.12354 · arxiv_version: 2402.12354v2 · doi: 10.48550/arxiv.2402.12354 · pith_short_12: XJYPXDHT5CE4 · pith_short_16: XJYPXDHT5CE4ERHU · pith_short_8: XJYPXDHT

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/XJYPXDHT5CE4ERHU56YGF2VMIN \
  | 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: ba70fb8cf3e889c244f4efb062eaac434d8ddf96aa17da8b80fcf102d68a8cb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3fa3271040e8188fde8c1fb2295774fc863943357ad75dd7e6d12331b096594",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T18:33:49Z",
    "title_canon_sha256": "cd9b6af36aa7ca37c6cec14a4d518a843034e85807cbad13199a40bb92069862"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12354",
    "kind": "arxiv",
    "version": 2
  }
}