Pith Number

pith:N44X4IB7

pith:2023:N44X4IB72PDTG6FGXIRD76ROPN

not attested not anchored not stored refs pending

A Theoretical Insight into Attack and Defense of Gradient Leakage in Transformer

Chenyang Li, Chiwun Yang, Weixin Wang, Zhao Song

arxiv:2311.13624 v1 · 2023-11-22 · cs.LG · 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{N44X4IB72PDTG6FGXIRD76ROPN}

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

1 paper in Pith

A Survey on Model Extraction Attacks and Defenses for Large Language Models

Receipt and verification

First computed	2026-07-05T07:16:05.586734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f397e203fd3c73378a6ba223ffa2e7b517ae746d6c5db92c50062e25dd8dd6e

Aliases

arxiv: 2311.13624 · arxiv_version: 2311.13624v1 · doi: 10.48550/arxiv.2311.13624 · pith_short_12: N44X4IB72PDT · pith_short_16: N44X4IB72PDTG6FG · pith_short_8: N44X4IB7

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/N44X4IB72PDTG6FGXIRD76ROPN \
  | 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: 6f397e203fd3c73378a6ba223ffa2e7b517ae746d6c5db92c50062e25dd8dd6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e0dd4fc94e59cf6bb328bee5cfa98e71a5aab0cedddd03288eaed1f0d334d66",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T09:58:01Z",
    "title_canon_sha256": "7d9ccc629bffc32c2d2853a4b04e33222fee303a405853bab8ff558801e800d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13624",
    "kind": "arxiv",
    "version": 1
  }
}