Pith Number

pith:VHL6BH25

pith:2024:VHL6BH25VUL3E2DG4OVYHNLN7R

not attested not anchored not stored refs pending

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair

Bach Le, Boyang Yang, Claire Le Goues, Haoye Tian, He Ye, Jacky Wai Keung, Tegawende F. Bissyande, Wenqiang Luo

arxiv:2412.01072 v1 · 2024-12-02 · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VHL6BH25VUL3E2DG4OVYHNLN7R}

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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

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T09:42:53.303673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9d7e09f5dad17b26866e3ab83b56dfc436b9855ee811a58078f6cfd280b6d3f

Aliases

arxiv: 2412.01072 · arxiv_version: 2412.01072v1 · doi: 10.48550/arxiv.2412.01072 · pith_short_12: VHL6BH25VUL3 · pith_short_16: VHL6BH25VUL3E2DG · pith_short_8: VHL6BH25

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/VHL6BH25VUL3E2DG4OVYHNLN7R \
  | 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: a9d7e09f5dad17b26866e3ab83b56dfc436b9855ee811a58078f6cfd280b6d3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "268f385ee13f339602ddffd9ec336f20d36b9fd2b95c96a960c6b2726e72b69b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-02T03:18:47Z",
    "title_canon_sha256": "63afd9a8117099a16d3904af05cef8ed4962e6342c9d229fceeefd0198f019dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01072",
    "kind": "arxiv",
    "version": 1
  }
}