Pith Number

pith:Z2UEFMMP

pith:2019:Z2UEFMMP4NHISVOSMHRZUPMKOS

not attested not anchored not stored refs pending

Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms

A. Douin, J.-P. Bruneton, L. Cazenille, V. Reverdy

arxiv:1906.03959 v1 · 2019-06-10 · cs.NE · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z2UEFMMP4NHISVOSMHRZUPMKOS}

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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

Diversified Residual Symbolic Regression

Receipt and verification

First computed	2026-05-17T23:43:44.381958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cea842b18fe34e8955d261e39a3d8a74b44b2d87bb9c7c8df8691a3a94e163fe

Aliases

arxiv: 1906.03959 · arxiv_version: 1906.03959v1 · doi: 10.48550/arxiv.1906.03959 · pith_short_12: Z2UEFMMP4NHI · pith_short_16: Z2UEFMMP4NHISVOS · pith_short_8: Z2UEFMMP

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/Z2UEFMMP4NHISVOSMHRZUPMKOS \
  | 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: cea842b18fe34e8955d261e39a3d8a74b44b2d87bb9c7c8df8691a3a94e163fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8713f43898fb0afe49aebe902b971afb4006c2a90ef75f7d956deedaf81c1d13",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-06-10T13:03:16Z",
    "title_canon_sha256": "50f66f3e7cb9c2cd5e2798729ebae312d6b9008b9aac8924a75ac6f37f5e89cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.03959",
    "kind": "arxiv",
    "version": 1
  }
}