Pith Number

pith:72AYSJU3

pith:2021:72AYSJU3L7MEIB7TMN6YEXMXFH

not attested not anchored not stored refs pending

Large Language Models Can Be Strong Differentially Private Learners

Florian Tram\`er, Percy Liang, Tatsunori Hashimoto, Xuechen Li

arxiv:2110.05679 v6 · 2021-10-12 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{72AYSJU3L7MEIB7TMN6YEXMXFH}

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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

14 papers in Pith

Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models

Canonicalized Stable-List Replay for Private Federated Continual Learning over Language-Model Embeddings

Probing Memorization of Tabular In-Context Learning

Receipt and verification

First computed	2026-07-05T05:14:55.701991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe8189269b5fd84407f3637d825d9729ca7482b77dd7e31a5e710f488beb239d

Aliases

arxiv: 2110.05679 · arxiv_version: 2110.05679v6 · doi: 10.48550/arxiv.2110.05679 · pith_short_12: 72AYSJU3L7ME · pith_short_16: 72AYSJU3L7MEIB7T · pith_short_8: 72AYSJU3

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/72AYSJU3L7MEIB7TMN6YEXMXFH \
  | 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: fe8189269b5fd84407f3637d825d9729ca7482b77dd7e31a5e710f488beb239d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52d6156d90c73c0838d0a286bc24be5d2a4e2205bb08c5c63ba8760346dc2dae",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-12T01:45:27Z",
    "title_canon_sha256": "e76a7d45705645cb0476dd761a0a3548b266165ee772c17b9258e230643f973a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05679",
    "kind": "arxiv",
    "version": 6
  }
}