Pith Number

pith:6PEZEYQI

pith:2020:6PEZEYQIZPAMXJVZCL2HBHADB2

not attested not anchored not stored refs pending

Security of Distributed Machine Learning: A Game-Theoretic Approach to Design Secure DSVM

Quanyan Zhu, Rui Zhang

arxiv:2003.04735 v2 · 2020-03-08 · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6PEZEYQIZPAMXJVZCL2HBHADB2}

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 Variational Framework for LLM Generator-Regulator Games

Receipt and verification

First computed	2026-07-05T00:58:08.650151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3c9926208cbc0cba6b912f4709c030e80fdd9dd61cecdf3fb135ed6d200ba52

Aliases

arxiv: 2003.04735 · arxiv_version: 2003.04735v2 · doi: 10.48550/arxiv.2003.04735 · pith_short_12: 6PEZEYQIZPAM · pith_short_16: 6PEZEYQIZPAMXJVZ · pith_short_8: 6PEZEYQI

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/6PEZEYQIZPAMXJVZCL2HBHADB2 \
  | 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: f3c9926208cbc0cba6b912f4709c030e80fdd9dd61cecdf3fb135ed6d200ba52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd5f2aab591b101604274601b505299193314b1e2995d12cbab7ee5ec8433ac7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-03-08T18:54:17Z",
    "title_canon_sha256": "ebdcaac5c54903fcbad0fe1896989d7b4735a429f9ba5c962785a54f82bfa1a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.04735",
    "kind": "arxiv",
    "version": 2
  }
}