Pith Number

pith:CQYZ7IAW

pith:2024:CQYZ7IAWXDOI5RO4SA46NJNFNW

not attested not anchored not stored refs pending

MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning

Guanhua Chen, Hanqing Wang, Shuo Wang, Yixia Li, Yun Chen

arxiv:2406.09044 v3 · 2024-06-13 · 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{CQYZ7IAWXDOI5RO4SA46NJNFNW}

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

6 papers in Pith

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

FuRA: Full-Rank Parameter-Efficient Fine-Tuning with Spectral Preconditioning

LoCO: Low-rank Compositional Rotation Fine-tuning

Rotation-Preserving Supervised Fine-Tuning

VLA-GSE: Boosting Parameter-Efficient Fine-Tuning in VLA with Generalized and Specialized Experts

Receipt and verification

First computed	2026-07-05T10:22:00.878708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14319fa016b8dc8ec5dc9039e6a5a56dbdc81f21ae8bfbe28db1bca09e3621d8

Aliases

arxiv: 2406.09044 · arxiv_version: 2406.09044v3 · doi: 10.48550/arxiv.2406.09044 · pith_short_12: CQYZ7IAWXDOI · pith_short_16: CQYZ7IAWXDOI5RO4 · pith_short_8: CQYZ7IAW

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/CQYZ7IAWXDOI5RO4SA46NJNFNW \
  | 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: 14319fa016b8dc8ec5dc9039e6a5a56dbdc81f21ae8bfbe28db1bca09e3621d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0060735c31919c93f8fe3e6851a3a929f40f4976dcd097f2b5fe9da1afb0db13",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-13T12:30:02Z",
    "title_canon_sha256": "80a4d0b7b32a7c9f0b831c2f2f5653760baa2e55b898bb619ec402aa48b80b2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09044",
    "kind": "arxiv",
    "version": 3
  }
}