Pith Number

pith:Y7WUF44X

pith:2019:Y7WUF44XTMCHRNNBFIBZSLWN5G

not attested not anchored not stored refs pending

Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization

Adarsh Sehgal, Hai Nguyen, Hung Manh La, Sushil J. Louis

arxiv:1905.04100 v1 · 2019-02-19 · cs.NE · cs.RO

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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

Cited by

1 paper in Pith

AGMARL-DKS: An Adaptive Graph-Enhanced Multi-Agent Reinforcement Learning for Dynamic Kubernetes Scheduling

Receipt and verification

First computed	2026-05-17T23:46:34.566865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7ed42f3979b0478b5a12a03992ecde9826ab6a92d121d8ab0d72de5b95f66c9

Aliases

arxiv: 1905.04100 · arxiv_version: 1905.04100v1 · doi: 10.48550/arxiv.1905.04100

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/Y7WUF44XTMCHRNNBFIBZSLWN5G \
  | 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: c7ed42f3979b0478b5a12a03992ecde9826ab6a92d121d8ab0d72de5b95f66c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bea58171a071fd700c088ed446fda50b7b9764b85a5ba9cf5e0ab8e246fe9bc9",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-02-19T20:11:08Z",
    "title_canon_sha256": "9c5342bc42052eb1fc3942f9ef84b52bc94647cae104e68851921341ee334284"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.04100",
    "kind": "arxiv",
    "version": 1
  }
}