Pith Number

pith:75P2N22B

pith:2025:75P2N22BY64CALD3OOCS7TG2TZ

not attested not anchored not stored refs pending

HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models

Jun Luo, Praneeth Vepakomma, Wei Ni, Xianhao Chen, Yue Gao, Yuxin Zhang, Zhe Chen, Zheng Lin, Zihan Fang

arxiv:2505.02795 v1 · 2025-05-05 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{75P2N22BY64CALD3OOCS7TG2TZ}

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Record completeness

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

SwarmSense-DNN: A Trustworthy and Decentralized Neural Framework for Proactive Anomaly Defense in Consumer IoT

Optimizing Split Federated Learning with Unstable Client Participation

HiCoLoRA: Addressing Context-Prompt Misalignment via Hierarchical Collaborative LoRA for Zero-Shot DST

A Survey on Split Learning for LLM Fine-Tuning: Models, Systems, and Privacy Optimizations

SL-FAC: A Communication-Efficient Split Learning Framework with Frequency-Aware Compression

Receipt and verification

First computed	2026-07-05T10:58:43.053421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff5fa6eb41c7b8202c7b73852fccda9e78767a767b79e99e938222f02bfdedf7

Aliases

arxiv: 2505.02795 · arxiv_version: 2505.02795v1 · doi: 10.48550/arxiv.2505.02795 · pith_short_12: 75P2N22BY64C · pith_short_16: 75P2N22BY64CALD3 · pith_short_8: 75P2N22B

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/75P2N22BY64CALD3OOCS7TG2TZ \
  | 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: ff5fa6eb41c7b8202c7b73852fccda9e78767a767b79e99e938222f02bfdedf7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e553c38206d9ea85f7ef8d82caa1582e361325ac29c19161ce0460aa2637c8bb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-05T17:09:19Z",
    "title_canon_sha256": "cda918617253ed3e182b03b1ea6d207914d1e372a97986d29d6bd6b07f02193f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02795",
    "kind": "arxiv",
    "version": 1
  }
}