Pith Number

pith:BZUYRIJD

pith:2022:BZUYRIJDQ4A7NETDBJ3NSCXS6J

not attested not anchored not stored refs pending

Preference-Learning Emitters for Mixed-Initiative Quality-Diversity Algorithms

Kai Arulkumaran, L. B. Soros, Roberto Gallotta

arxiv:2210.13839 v2 · 2022-10-25 · cs.NE · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZUYRIJDQ4A7NETDBJ3NSCXS6J}

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	2026-07-05T06:01:14.727509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e6988a1238701f692630a76d90af2f27b3eae77ec4b697101a774df03ee9397

Aliases

arxiv: 2210.13839 · arxiv_version: 2210.13839v2 · doi: 10.48550/arxiv.2210.13839 · pith_short_12: BZUYRIJDQ4A7 · pith_short_16: BZUYRIJDQ4A7NETD · pith_short_8: BZUYRIJD

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/BZUYRIJDQ4A7NETDBJ3NSCXS6J \
  | 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: 0e6988a1238701f692630a76d90af2f27b3eae77ec4b697101a774df03ee9397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88eb4a3ece93329570b4a910a74ca7c97cf9c2a01092d27c7bd67e8bb181d539",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2022-10-25T08:45:00Z",
    "title_canon_sha256": "2224740e942fa9fca5468b9edf1916cfaee8e480f7168417822f062a86b930f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13839",
    "kind": "arxiv",
    "version": 2
  }
}