Pith Number

pith:6BA5FRAB

pith:2019:6BA5FRABY6CRPYJ4SFXNB7CLJL

not attested not anchored not stored refs pending

Neural Architecture Evolution in Deep Reinforcement Learning for Continuous Control

Frank Hutter, Gregor K\"ohler, J\"org K.H. Franke, Noor Awad

arxiv:1910.12824 v3 · 2019-10-28 · 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{6BA5FRABY6CRPYJ4SFXNB7CLJL}

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	2026-07-05T00:44:18.633123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f041d2c401c78517e13c916ed0fc4b4ad387ce421dcd4a00c58eb1c5b16d4fbd

Aliases

arxiv: 1910.12824 · arxiv_version: 1910.12824v3 · doi: 10.48550/arxiv.1910.12824 · pith_short_12: 6BA5FRABY6CR · pith_short_16: 6BA5FRABY6CRPYJ4 · pith_short_8: 6BA5FRAB

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/6BA5FRABY6CRPYJ4SFXNB7CLJL \
  | 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: f041d2c401c78517e13c916ed0fc4b4ad387ce421dcd4a00c58eb1c5b16d4fbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9e290a86cb9863ab9b5f2d89299e847aff560b1fba2e7741c92308a57db142b",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-28T17:33:26Z",
    "title_canon_sha256": "39892664017ec2f6e943a4569fc20ef2a0119727835995f3ac1e06ea16ec1d2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.12824",
    "kind": "arxiv",
    "version": 3
  }
}