Pith Number

pith:QKH3YQYA

pith:2024:QKH3YQYAPUSK3X6XDWO4V4DDAZ

not attested not anchored not stored refs pending

Zeroth-Order Fine-Tuning of LLMs in Random Subspaces

Hua Huang, Jia Li, Mi Tian, Pan Zhou, Sike Wang, Ziming Yu

arxiv:2410.08989 v3 · 2024-10-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKH3YQYAPUSK3X6XDWO4V4DDAZ}

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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

1 paper in Pith

OAT-Rephrase: Optimization-Aware Training Data Rephrasing for Zeroth-Order LLM Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:42:23.338415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

828fbc43007d24addfd71d9dcaf0630662c1af204739de00495489eb2287142a

Aliases

arxiv: 2410.08989 · arxiv_version: 2410.08989v3 · doi: 10.48550/arxiv.2410.08989 · pith_short_12: QKH3YQYAPUSK · pith_short_16: QKH3YQYAPUSK3X6X · pith_short_8: QKH3YQYA

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/QKH3YQYAPUSK3X6XDWO4V4DDAZ \
  | 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: 828fbc43007d24addfd71d9dcaf0630662c1af204739de00495489eb2287142a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28cb97df8dcea103a1233be58e8f47833fdfba02fb2b4ec8bbac8fe9645b9570",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T17:01:43Z",
    "title_canon_sha256": "c9efa3f765463be2176590d68d89670b2137482e803b8ef9e294f857e6666eaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08989",
    "kind": "arxiv",
    "version": 3
  }
}