Pith Number

pith:4ZUBRLGT

pith:2025:4ZUBRLGTVWNUSMR6WFAUMH2ICX

not attested not anchored not stored refs pending

Dynamic Adaptation of LoRA Fine-Tuning for Efficient and Task-Specific Optimization of Large Language Models

Chihang Wang, Hongye Zheng, Jiacheng Hu, Jia Gao, Shicheng Zhou, Xiaoxuan Liao

arxiv:2501.14859 v1 · 2025-01-24 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ZUBRLGTVWNUSMR6WFAUMH2ICX}

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.

Receipt and verification

First computed	2026-07-05T10:05:19.925380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e66818acd3ad9b49323eb141461f4815fcd851b5528df18799e1f97ec59b3f1a

Aliases

arxiv: 2501.14859 · arxiv_version: 2501.14859v1 · doi: 10.48550/arxiv.2501.14859 · pith_short_12: 4ZUBRLGTVWNU · pith_short_16: 4ZUBRLGTVWNUSMR6 · pith_short_8: 4ZUBRLGT

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/4ZUBRLGTVWNUSMR6WFAUMH2ICX \
  | 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: e66818acd3ad9b49323eb141461f4815fcd851b5528df18799e1f97ec59b3f1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7ec779622304296425ddb6010b7eb1a0b0293281e874ab52d0164c1d197bb24",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-24T18:54:14Z",
    "title_canon_sha256": "c52e42a9e6561e09c6bc2658660247fa7306f2936c103b4b0fa37118580e185a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14859",
    "kind": "arxiv",
    "version": 1
  }
}