Pith Number

pith:6CJXLISO

pith:2022:6CJXLISOUPQOLB72WWFG5WYHFN

not attested not anchored not stored refs pending

Combining Evolution and Deep Reinforcement Learning for Policy Search: a Survey

Olivier Sigaud

arxiv:2203.14009 v5 · 2022-03-26 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CJXLISOUPQOLB72WWFG5WYHFN}

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

1 paper in Pith

Contextual Quality-Diversity Evolutionary Reinforcement Learning for HVAC Control in Tropical Commercial Buildings

Receipt and verification

First computed	2026-07-05T04:30:55.673501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f09375a24ea3e0e587fab58a6edb072b545c958deb5952a81e015928382b1cbb

Aliases

arxiv: 2203.14009 · arxiv_version: 2203.14009v5 · doi: 10.48550/arxiv.2203.14009 · pith_short_12: 6CJXLISOUPQO · pith_short_16: 6CJXLISOUPQOLB72 · pith_short_8: 6CJXLISO

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/6CJXLISOUPQOLB72WWFG5WYHFN \
  | 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: f09375a24ea3e0e587fab58a6edb072b545c958deb5952a81e015928382b1cbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87b88351f95dc53fd1b5a62c600205f0f24f1233371bd7eb1c5985a00f040c7b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-26T07:15:22Z",
    "title_canon_sha256": "1d9d5f85f6b7099ed5cb7c8170dc426b993d1994b803c9f84358798a0803b962"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.14009",
    "kind": "arxiv",
    "version": 5
  }
}