Pith Number

pith:HOZIRVID

pith:2023:HOZIRVIDDYFQ5OZ7UZ5S7IRYHT

not attested not anchored not stored refs pending

Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Adam Dziedzic, Franziska Boenisch, Haonan Duan, Nicolas Papernot

arxiv:2305.15594 v1 · 2023-05-24 · cs.LG · cs.CL · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HOZIRVIDDYFQ5OZ7UZ5S7IRYHT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

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

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

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models

Receipt and verification

First computed	2026-07-05T06:13:42.319809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bb288d5031e0b0ebb3fa67b2fa2383ce3333b78e10a9c800b99f60a723be6f6

Aliases

arxiv: 2305.15594 · arxiv_version: 2305.15594v1 · doi: 10.48550/arxiv.2305.15594 · pith_short_12: HOZIRVIDDYFQ · pith_short_16: HOZIRVIDDYFQ5OZ7 · pith_short_8: HOZIRVID

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/HOZIRVIDDYFQ5OZ7UZ5S7IRYHT \
  | 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: 3bb288d5031e0b0ebb3fa67b2fa2383ce3333b78e10a9c800b99f60a723be6f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf2cfdebba1ef3af305b85e91821453e4864d9cee981d9ecc1072c709b12f68d",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-24T22:06:08Z",
    "title_canon_sha256": "bdfc4e11477db93589759d1977fa7886f92c5fe77303ce9782f56f737de7ea6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15594",
    "kind": "arxiv",
    "version": 1
  }
}