Pith Number

pith:ZERVKBKS

pith:2023:ZERVKBKS3VFNWWNVFLD4RZYEDF

not attested not anchored not stored refs pending

Zero-Knowledge Proof-based Verifiable Decentralized Machine Learning in Communication Network: A Comprehensive Survey

Giovanni Russello, Jiamou Liu, Liehuang Zhu, Meng Li, Qi Sun, Yi Zhao, Zhen Li, Zhibo Xing, Ziang Zhang, Zijian Zhang, Zongyang Zhang

arxiv:2310.14848 v2 · 2023-10-23 · 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{ZERVKBKS3VFNWWNVFLD4RZYEDF}

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

"Show Me You Comply... Without Showing Me Anything": Zero-Knowledge Software Auditing for AI-Enabled Systems

Game of Coding for Vector-Valued Computations

\mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments

Receipt and verification

First computed	2026-07-05T10:51:19.030239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c923550552dd4adb59b52ac7c8e704196ea6cc10bf7d615d1546a4c1bcdd08ff

Aliases

arxiv: 2310.14848 · arxiv_version: 2310.14848v2 · doi: 10.48550/arxiv.2310.14848 · pith_short_12: ZERVKBKS3VFN · pith_short_16: ZERVKBKS3VFNWWNV · pith_short_8: ZERVKBKS

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/ZERVKBKS3VFNWWNVFLD4RZYEDF \
  | 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: c923550552dd4adb59b52ac7c8e704196ea6cc10bf7d615d1546a4c1bcdd08ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed3a55ccf8d6e7f3bd7bc7fcde97da1f07ffc5fa5c77c7a4d054a0feedbcbb45",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-23T12:15:23Z",
    "title_canon_sha256": "c8d09030b0d6b4985e9d8a8b6f26ec843e9fda261c378e019a547f7c75f608ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14848",
    "kind": "arxiv",
    "version": 2
  }
}