Pith Number

pith:ML6U44AB

pith:2023:ML6U44ABRNIDCVNCAJI7UXKSD3

not attested not anchored not stored refs pending

Split-and-Denoise: Protect large language model inference with local differential privacy

Peihua Mai, Ran Yan, Yan Pang, Youjia Yang, Zhe Huang

arxiv:2310.09130 v4 · 2023-10-13 · cs.AI · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ML6U44ABRNIDCVNCAJI7UXKSD3}

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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

4 papers in Pith

Defense Against Prompt Inversion Attacks: An Information-Theoretic Approach for LLM Collaborative Inference

Forget What's Sensitive, Remember What Matters: Token-Level Differential Privacy in Memory Sculpting for Continual Learning

PAAC: Privacy-Aware Agentic Device-Cloud Collaboration

Towards Privacy-Preserving Large Language Model: Text-free Inference Through Alignment and Adaptation

Receipt and verification

First computed	2026-07-05T08:59:24.313561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62fd4e70018b503155a20251fa5d521eedac804420ccd0aeb9456516b072ce07

Aliases

arxiv: 2310.09130 · arxiv_version: 2310.09130v4 · doi: 10.48550/arxiv.2310.09130 · pith_short_12: ML6U44ABRNID · pith_short_16: ML6U44ABRNIDCVNC · pith_short_8: ML6U44AB

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/ML6U44ABRNIDCVNCAJI7UXKSD3 \
  | 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: 62fd4e70018b503155a20251fa5d521eedac804420ccd0aeb9456516b072ce07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6966546ffe548170f9482fa220afa60c68d44575a7c0edfd7ac52914d15d975d",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-13T14:17:33Z",
    "title_canon_sha256": "d8a350c5744fae322fe738bd48c5c4e25cb50b8715bef61cb8c5f389323d7910"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09130",
    "kind": "arxiv",
    "version": 4
  }
}