Pith Number

pith:HCJ43OG6

pith:2024:HCJ43OG6OHMY2LFNMNWY7VQPL5

not attested not anchored not stored refs pending

DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model

Chao Gao, Sai Qian Zhang

arxiv:2404.05182 v1 · 2024-04-08 · cs.LG · cs.AI · cs.CL · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HCJ43OG6OHMY2LFNMNWY7VQPL5}

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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

2 papers in Pith

RED: Adaptive Real-Time DAG Scheduling for Robotic Inference under Environmental Dynamics

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

Receipt and verification

First computed	2026-07-05T08:05:40.843862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3893cdb8de71d98d2cad636d8fd60f5f5f94e10ee803f7ba67a0989e1ca2923e

Aliases

arxiv: 2404.05182 · arxiv_version: 2404.05182v1 · doi: 10.48550/arxiv.2404.05182 · pith_short_12: HCJ43OG6OHMY · pith_short_16: HCJ43OG6OHMY2LFN · pith_short_8: HCJ43OG6

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/HCJ43OG6OHMY2LFNMNWY7VQPL5 \
  | 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: 3893cdb8de71d98d2cad636d8fd60f5f5f94e10ee803f7ba67a0989e1ca2923e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe66a398f250edf93090e33976b4a3996b48c173965c69065ac324f87c7b0ef9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-08T04:14:02Z",
    "title_canon_sha256": "bc16c421df27781842fe25d357b4aaa99b507f27c5b157ccb3ff34957ac70c62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.05182",
    "kind": "arxiv",
    "version": 1
  }
}