Pith Number

pith:LNO2LLQE

pith:2025:LNO2LLQERQA6JEANHQOPHMTQRL

not attested not anchored not stored refs pending

Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning

Binrong Zhu, Guiran Liu, Hanlu Zhang, Shuo Wang, Yumeng Ma

arxiv:2504.19583 v2 · 2025-04-28 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{LNO2LLQERQA6JEANHQOPHMTQRL}

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Record completeness

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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

Collaborative Distillation Strategies for Parameter-Efficient Language Model Deployment

Receipt and verification

First computed	2026-07-05T11:13:24.534843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b5da5ae048c01e4900d3c1cf3b2708adfa5d3dfa2991e52ad7c3d31c8c15bd9

Aliases

arxiv: 2504.19583 · arxiv_version: 2504.19583v2 · doi: 10.48550/arxiv.2504.19583 · pith_short_12: LNO2LLQERQA6 · pith_short_16: LNO2LLQERQA6JEAN · pith_short_8: LNO2LLQE

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/LNO2LLQERQA6JEANHQOPHMTQRL \
  | 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: 5b5da5ae048c01e4900d3c1cf3b2708adfa5d3dfa2991e52ad7c3d31c8c15bd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee83f5b313dd51a6307edc7395eb403f166ce92dca1b60f61a6ad394a228af8f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-28T08:42:35Z",
    "title_canon_sha256": "d4e2de846f9f8bda0ce913f5e90a82077933fe0580f46cf1f5730d0178818036"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19583",
    "kind": "arxiv",
    "version": 2
  }
}