Pith Number

pith:X733VSZB

pith:2024:X733VSZBX226AUKKG6CDPQQVVL

not attested not anchored not stored refs pending

MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Deqing Wang, Feng Sun, Furu Wei, Fuzhen Zhuang, Haizhen Huang, Qi Zhang, Shaohan Huang, Shengyue Luo, Ting Jiang, Weiwei Deng, Zihan Zhang

arxiv:2405.12130 v1 · 2024-05-20 · 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{X733VSZBX226AUKKG6CDPQQVVL}

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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

9 papers in Pith

The Hidden Power of Scaling Factor in LoRA Optimization

SMoA: Spectrum Modulation Adapter for Parameter-Efficient Fine-Tuning

LoCO: Low-rank Compositional Rotation Fine-tuning

LESSViT: Robust Hyperspectral Representation Learning under Spectral Configuration Shift

On the Convergence Analysis of Muon

Receipt and verification

First computed	2026-07-05T08:21:00.468902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bff7bacb21beb5e0514a378437c215aaf8ac05688d9f019e7b6e7b4b6b391345

Aliases

arxiv: 2405.12130 · arxiv_version: 2405.12130v1 · doi: 10.48550/arxiv.2405.12130 · pith_short_12: X733VSZBX226 · pith_short_16: X733VSZBX226AUKK · pith_short_8: X733VSZB

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/X733VSZBX226AUKKG6CDPQQVVL \
  | 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: bff7bacb21beb5e0514a378437c215aaf8ac05688d9f019e7b6e7b4b6b391345

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1403bfa61907c79d73afcf2082e4b8a7e1d2b57a8ebc677d1ce051ad26f379f4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-20T15:48:32Z",
    "title_canon_sha256": "535bc5c6a7f09c7419fce05d7eba586b5489552d99fac647f1bfab6368e06943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12130",
    "kind": "arxiv",
    "version": 1
  }
}