Pith Number

pith:WRM4S3QW

pith:2022:WRM4S3QWAZ7RNOA4EGYPMXFSA5

not attested not anchored not stored refs pending

Deep Surrogate Assisted Generation of Environments

Bryon Tjanaka, Matthew C. Fontaine, Stefanos Nikolaidis, Varun Bhatt

arxiv:2206.04199 v3 · 2022-06-09 · cs.AI · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WRM4S3QWAZ7RNOA4EGYPMXFSA5}

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

2 papers in Pith

Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Receipt and verification

First computed	2026-07-05T05:05:48.259239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b459c96e16067f16b81c21b0f65cb20760bca0ab8989419bf49929be11156e98

Aliases

arxiv: 2206.04199 · arxiv_version: 2206.04199v3 · doi: 10.48550/arxiv.2206.04199 · pith_short_12: WRM4S3QWAZ7R · pith_short_16: WRM4S3QWAZ7RNOA4 · pith_short_8: WRM4S3QW

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/WRM4S3QWAZ7RNOA4EGYPMXFSA5 \
  | 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: b459c96e16067f16b81c21b0f65cb20760bca0ab8989419bf49929be11156e98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1e1df852b78eb5c2d0a3764997e56513aa8ddcdb7392c80ada64ab737703423",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-06-09T00:14:03Z",
    "title_canon_sha256": "8d2856f6940a20ffc520542bb35cf5c188f0c0df39805a65123b395a83e75487"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04199",
    "kind": "arxiv",
    "version": 3
  }
}