Pith Number

pith:H7X2ROCW

pith:2017:H7X2ROCWTYHQLDOUC2MC3DNSAB

not attested not anchored not stored refs pending

Ray: A Distributed Framework for Emerging AI Applications

Alexey Tumanov, Eric Liang, Ion Stoica, Melih Elibol, Michael I. Jordan, Philipp Moritz, Richard Liaw, Robert Nishihara, Stephanie Wang, William Paul, Zongheng Yang

arxiv:1712.05889 v2 · 2017-12-16 · cs.DC · cs.AI · 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{H7X2ROCWTYHQLDOUC2MC3DNSAB}

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

Optuna: A Next-generation Hyperparameter Optimization Framework

Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning

Efficient Training on Multiple Consumer GPUs with RoundPipe

Relax: An Asynchronous Reinforcement Learning Engine for Omni-Modal Post-Training at Scale

Cosmos World Foundation Model Platform for Physical AI

Receipt and verification

First computed	2026-05-18T00:04:30.468077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fefa8b8569e0f058dd416982d8db200700d8d3cb0cbb2bff26c9815d982a1ec

Aliases

arxiv: 1712.05889 · arxiv_version: 1712.05889v2 · doi: 10.48550/arxiv.1712.05889 · pith_short_12: H7X2ROCWTYHQ · pith_short_16: H7X2ROCWTYHQLDOU · pith_short_8: H7X2ROCW

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/H7X2ROCWTYHQLDOUC2MC3DNSAB \
  | 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: 3fefa8b8569e0f058dd416982d8db200700d8d3cb0cbb2bff26c9815d982a1ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2ba3f047ad20510e7d0af1d9bef51a3ed18731d51d2b8e687cdb11f5fc9d69e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2017-12-16T01:29:49Z",
    "title_canon_sha256": "a2b2e48ef93238c5d7d2ff1a76e7931e84c7549e4b6916bace83105beddfe549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.05889",
    "kind": "arxiv",
    "version": 2
  }
}