Pith Number

pith:Z5YYX4EY

pith:2024:Z5YYX4EYHF453MKQ2LGFIWENVO

not attested not anchored not stored refs pending

PeriodicLoRA: Breaking the Low-Rank Bottleneck in LoRA Optimization

Damai Dai, Liang Chen, Peiyi Wang, Qingxiu Dong, Shaoxiang Wu, Weiyao Luo, Xiangdi Meng, Xiaochen Wang, Zhe Yang, Zhifang Sui

arxiv:2402.16141 v1 · 2024-02-25 · 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{Z5YYX4EYHF453MKQ2LGFIWENVO}

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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

3 papers in Pith

The Hidden Power of Scaling Factor in LoRA Optimization

Reversible Foundations: Training a 120B Sparse MoE through State-Preserving Scaling

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T07:49:02.766579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf718bf0983979ddb150d2cc54588daba99611c3f6aacec8b4f451401004690c

Aliases

arxiv: 2402.16141 · arxiv_version: 2402.16141v1 · doi: 10.48550/arxiv.2402.16141 · pith_short_12: Z5YYX4EYHF45 · pith_short_16: Z5YYX4EYHF453MKQ · pith_short_8: Z5YYX4EY

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/Z5YYX4EYHF453MKQ2LGFIWENVO \
  | 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: cf718bf0983979ddb150d2cc54588daba99611c3f6aacec8b4f451401004690c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fa72d1f7c21bc06f9ddb215cb1aac49098fd50ee51cfd40f2590d9618464fd2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-25T16:43:41Z",
    "title_canon_sha256": "0ba98a4040a5bf8901eb093c808403745dfa8138c9ac5a1ea4a9831b34b47b73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16141",
    "kind": "arxiv",
    "version": 1
  }
}