Pith Number

pith:6NW7ARLR

pith:2024:6NW7ARLRISRBXSVJLMH4BZF5WX

not attested not anchored not stored refs pending

LoRA-Pro: Are Low-Rank Adapters Properly Optimized?

Jian Liang, Ran He, Tieniu Tan, Zhengbo Wang, Zilei Wang

arxiv:2407.18242 v3 · 2024-07-25 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6NW7ARLRISRBXSVJLMH4BZF5WX}

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

4 papers in Pith

Zero-order Parameter-free Optimization for LMO-based Methods: Novel Approach for Efficient Fine-tuning

FedSmoothLoRA: Toward Smoother and Faster Convergence in Federated Low-Rank Adaptation

SplitFT: An Adaptive Federated Split Learning System For LLMs Fine-Tuning

Efficient Task Adaptation in Large Language Models via Selective Parameter Optimization

Receipt and verification

First computed	2026-07-05T10:37:31.336341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f36df0457144a21bcaa95b0fc0e4bdb5f323cead1159017193f5a7a984eac1b2

Aliases

arxiv: 2407.18242 · arxiv_version: 2407.18242v3 · doi: 10.48550/arxiv.2407.18242 · pith_short_12: 6NW7ARLRISRB · pith_short_16: 6NW7ARLRISRBXSVJ · pith_short_8: 6NW7ARLR

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/6NW7ARLRISRBXSVJLMH4BZF5WX \
  | 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: f36df0457144a21bcaa95b0fc0e4bdb5f323cead1159017193f5a7a984eac1b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee2ae20354c9949c60ce8780122a36c9ba51d89ea2c369fc7ed9ceb3c541ce3b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-25T17:57:12Z",
    "title_canon_sha256": "43647d1a8c70ad82d3d37ea696ccb7aac4a6447a3f5ad72bb37b8ee2217fc898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18242",
    "kind": "arxiv",
    "version": 3
  }
}