Pith Number

pith:56B4FAAJ

pith:2025:56B4FAAJTIMWTTSBWIV64DHPLZ

not attested not anchored not stored refs pending

Model Inversion in Split Learning for Personalized LLMs: New Insights from Information Bottleneck Theory

Haojin Zhu, Shaofeng Li, Tian Dong, Yan Meng, Yunmeng Shu

arxiv:2501.05965 v1 · 2025-01-10 · cs.LG

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\usepackage{pith}
\pithnumber{56B4FAAJTIMWTTSBWIV64DHPLZ}

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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

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:59:30.955573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef83c280099a1969ce41b22bee0cef5e4953deff06296ab6340309e782100e51

Aliases

arxiv: 2501.05965 · arxiv_version: 2501.05965v1 · doi: 10.48550/arxiv.2501.05965 · pith_short_12: 56B4FAAJTIMW · pith_short_16: 56B4FAAJTIMWTTSB · pith_short_8: 56B4FAAJ

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/56B4FAAJTIMWTTSBWIV64DHPLZ \
  | 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: ef83c280099a1969ce41b22bee0cef5e4953deff06296ab6340309e782100e51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c44d5bed15af0810bda6eae33fdc88364c5b64cf3f46af972e75d80d5db4684",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-10T13:47:13Z",
    "title_canon_sha256": "bf633a9eeba8509869d7e9753459b0639a2edabeeddceb84ab11a4bc5b693828"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05965",
    "kind": "arxiv",
    "version": 1
  }
}