Pith Number

pith:P54LMKUR

pith:2019:P54LMKURM4J2CBA4ZNACN747RE

not attested not anchored not stored refs pending

Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs

Aditya Paliwal, Felix Gimeno, Miles Lubin, Oriol Vinyals, Pushmeet Kohli, Vinod Nair, Yujia Li

arxiv:1905.02494 v4 · 2019-05-07 · 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{P54LMKURM4J2CBA4ZNACN747RE}

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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

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Receipt and verification

First computed	2026-07-05T00:39:11.565852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f78b62a916713a1041ccb4026ff9f8934fd306d7d40c32de380ae14ddac612d

Aliases

arxiv: 1905.02494 · arxiv_version: 1905.02494v4 · doi: 10.48550/arxiv.1905.02494 · pith_short_12: P54LMKURM4J2 · pith_short_16: P54LMKURM4J2CBA4 · pith_short_8: P54LMKUR

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/P54LMKURM4J2CBA4ZNACN747RE \
  | 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: 7f78b62a916713a1041ccb4026ff9f8934fd306d7d40c32de380ae14ddac612d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b575d3b254a22c2a38d1883988c6b18269d56df25a1bd36aed0aa6b4f9ddccde",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-07T12:15:06Z",
    "title_canon_sha256": "09afb894b02133fe871fbd0a65087dc35766b0c07824a67de414ca9b39a6aac9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.02494",
    "kind": "arxiv",
    "version": 4
  }
}