Pith Number

pith:U2MKMRIR

pith:2022:U2MKMRIROA4DXZ6JB3SIQWE3OC

not attested not anchored not stored refs pending

Scaling up Trustless DNN Inference with Zero-Knowledge Proofs

Daniel Kang, Ion Stoica, Tatsunori Hashimoto, Yi Sun

arxiv:2210.08674 v1 · 2022-10-17 · cs.CR · 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{U2MKMRIROA4DXZ6JB3SIQWE3OC}

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

6 papers in Pith

Quantum-Resilient Decentralized AI Economies: Proof-of-Useful-Work and Post-Quantum Security

The Usefulness Gap in Proof-of-Useful-Work: An Empirical Study of Pearl's cuPOW Protocol

Zero knowledge verification for frontier AI training is possible

Verifiable Provenance and Watermarking for Generative AI: An Evidentiary Framework for International Operational Law and Domestic Courts

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

Receipt and verification

First computed	2026-07-05T05:07:13.519044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a698a6451170383be7c90ee488589b70a75dd6d435918e49b6f944f66639d777

Aliases

arxiv: 2210.08674 · arxiv_version: 2210.08674v1 · doi: 10.48550/arxiv.2210.08674 · pith_short_12: U2MKMRIROA4D · pith_short_16: U2MKMRIROA4DXZ6J · pith_short_8: U2MKMRIR

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/U2MKMRIROA4DXZ6JB3SIQWE3OC \
  | 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: a698a6451170383be7c90ee488589b70a75dd6d435918e49b6f944f66639d777

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e61c9ca8294cb672db52ba216f8c62a445334eb88954dac78344aa3e077ea205",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-17T00:35:38Z",
    "title_canon_sha256": "a82ebb6e1000e73fce2a707c50f1a8985c09808e832d080914712f6b6d7f7e42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08674",
    "kind": "arxiv",
    "version": 1
  }
}