Pith. sign in
Pith Number

pith:U5XY6ASR

pith:2024:U5XY6ASRS53JSNYALRCK4AOEO2
not attested not anchored not stored refs pending

opML: Optimistic Machine Learning on Blockchain

Cathie So, Kartin Wong, KD Conway, Xiaohang Yu

arxiv:2401.17555 v2 · 2024-01-31 · 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{U5XY6ASRS53JSNYALRCK4AOEO2}

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

5 papers in Pith

Quantum-Resilient Decentralized AI Economies: Proof-of-Useful-Work and Post-Quantum Security
OVIG: Optimistic Verification of AI Training Integrity via Gradient Signals
Proof-of-Learning with Incentive Security
Game of Coding for Vector-Valued Computations
\mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments
Receipt and verification
First computed 2026-07-05T07:41:03.582406Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a76f8f025197769937005c44ae01c476b3065e0838a82636448efda9d44f1e7d

Aliases

arxiv: 2401.17555 · arxiv_version: 2401.17555v2 · doi: 10.48550/arxiv.2401.17555 · pith_short_12: U5XY6ASRS53J · pith_short_16: U5XY6ASRS53JSNYA · pith_short_8: U5XY6ASR
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/U5XY6ASRS53JSNYALRCK4AOEO2 \
  | 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: a76f8f025197769937005c44ae01c476b3065e0838a82636448efda9d44f1e7d
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "e332a68300480b0ac5ca9863f980f0a67cfba725c4d17345938178b7178cb73e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-31T02:43:38Z",
    "title_canon_sha256": "6eeed37b47aae93c457bcdf5ea3f9fcba8c97c3482b1988f950ae04ace0ed73c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17555",
    "kind": "arxiv",
    "version": 2
  }
}