Pith Number

pith:NELMGGPY

pith:2025:NELMGGPYDB7BRZ5JE5DN2Q3I7X

not attested not anchored not stored refs pending

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives

Kaixiang Zhao, Kaize Ding, Lincan Li, Neil Zhenqiang Gong, Yue Zhao, Yushun Dong

arxiv:2508.15031 v2 · 2025-08-20 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NELMGGPYDB7BRZ5JE5DN2Q3I7X}

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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

2 papers in Pith

GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?

Receipt and verification

First computed	2026-07-05T12:00:09.062525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6916c319f8187e18e7a92746dd4368fde830b0ec9278597903cb25c77dad7efb

Aliases

arxiv: 2508.15031 · arxiv_version: 2508.15031v2 · doi: 10.48550/arxiv.2508.15031 · pith_short_12: NELMGGPYDB7B · pith_short_16: NELMGGPYDB7BRZ5J · pith_short_8: NELMGGPY

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/NELMGGPYDB7BRZ5JE5DN2Q3I7X \
  | 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: 6916c319f8187e18e7a92746dd4368fde830b0ec9278597903cb25c77dad7efb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cbccea96a4aafbbcf66da1a9dfccb027cf10369c94b5576afb4a5fec3fbee71",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-08-20T19:49:59Z",
    "title_canon_sha256": "37d5d23f6b5a9ff18e2228752fe49c96d82de7d27c9979e764963a547cf11422"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15031",
    "kind": "arxiv",
    "version": 2
  }
}