Pith Number

pith:4LGG7UJL

pith:2019:4LGG7UJLYM4VCLADZ7TXEKOEBM

not attested not anchored not stored refs pending

Reinforcement Learning Driven Heuristic Optimization

Azalia Mirhoseini, George Tucker, Jingtao Wang, Qingpeng Cai, Wei Wei, Will Hang

arxiv:1906.06639 v1 · 2019-06-16 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4LGG7UJLYM4VCLADZ7TXEKOEBM}

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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

Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization

Receipt and verification

First computed	2026-05-17T23:43:13.089382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2cc6fd12bc339512c03cfe77229c40b3b7f1675393b5ff10254b30c2fb15929

Aliases

arxiv: 1906.06639 · arxiv_version: 1906.06639v1 · doi: 10.48550/arxiv.1906.06639 · pith_short_12: 4LGG7UJLYM4V · pith_short_16: 4LGG7UJLYM4VCLAD · pith_short_8: 4LGG7UJL

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/4LGG7UJLYM4VCLADZ7TXEKOEBM \
  | 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: e2cc6fd12bc339512c03cfe77229c40b3b7f1675393b5ff10254b30c2fb15929

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be4f0a7900a57f190230ec25d5319445c1de4cfa45ccb9abfd937869fcb63673",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-16T03:28:24Z",
    "title_canon_sha256": "0469d0231f24c8cdb6c7660ad4e88ecdecb04a0845ca5f00380696e89517d30d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.06639",
    "kind": "arxiv",
    "version": 1
  }
}