Pith Number

pith:SWZQ2SWA

pith:2018:SWZQ2SWAZVZD3X7GFBDH4M4GNG

not attested not anchored not stored refs pending

CEM-RL: Combining evolutionary and gradient-based methods for policy search

Alo\"is Pourchot, Olivier Sigaud

arxiv:1810.01222 v3 · 2018-10-02 · cs.LG · cs.NE · 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{SWZQ2SWAZVZD3X7GFBDH4M4GNG}

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.

Receipt and verification

First computed	2026-05-17T23:54:22.449065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95b30d4ac0cd723ddfe628467e338669a81866f3cb0b9986d2758b219e330c9f

Aliases

arxiv: 1810.01222 · arxiv_version: 1810.01222v3 · doi: 10.48550/arxiv.1810.01222 · pith_short_12: SWZQ2SWAZVZD · pith_short_16: SWZQ2SWAZVZD3X7G · pith_short_8: SWZQ2SWA

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/SWZQ2SWAZVZD3X7GFBDH4M4GNG \
  | 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: 95b30d4ac0cd723ddfe628467e338669a81866f3cb0b9986d2758b219e330c9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c81b556503e454e0786d053c258114ff8aa5bdd705b570d330759776bf6d37b1",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-02T13:12:13Z",
    "title_canon_sha256": "f2817c4d5aeba3714f960b02f843e7b31c60722151ed6c6b0abdf541c4737dfd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.01222",
    "kind": "arxiv",
    "version": 3
  }
}