Pith Number

pith:2UM3KO2K

pith:2025:2UM3KO2KWD4JKOC2M7CO5AAILK

not attested not anchored not stored refs pending

A Survey of Model Extraction Attacks and Defenses in Distributed Computing Environments

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

arxiv:2502.16065 v1 · 2025-02-22 · 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{2UM3KO2KWD4JKOC2M7CO5AAILK}

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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

GRADE: Graph Representation of LLM Agent Dependency and Execution

A Survey on Security with Quantum Computing

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

Receipt and verification

First computed	2026-07-05T10:18:20.433154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d519b53b4ab0f895385a67c4ee80085ab6656f7c1b75313b6cc5215e8671daf6

Aliases

arxiv: 2502.16065 · arxiv_version: 2502.16065v1 · doi: 10.48550/arxiv.2502.16065 · pith_short_12: 2UM3KO2KWD4J · pith_short_16: 2UM3KO2KWD4JKOC2 · pith_short_8: 2UM3KO2K

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/2UM3KO2KWD4JKOC2M7CO5AAILK \
  | 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: d519b53b4ab0f895385a67c4ee80085ab6656f7c1b75313b6cc5215e8671daf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1f0b15cca3162f39cc9c5f29651536ecc5255d818cfbe174222dd3a4e761f92",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-22T03:46:50Z",
    "title_canon_sha256": "f25135336ebd1821f9bcf54556e26fc2985a775d1eab66471a581202f7e99bed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16065",
    "kind": "arxiv",
    "version": 1
  }
}