Pith Number

pith:2F7ZEPS5

pith:2023:2F7ZEPS5GMPPJCKV2VDBTX35O4

not attested not anchored not stored refs pending

Synergizing Quality-Diversity with Descriptor-Conditioned Reinforcement Learning

Antoine Cully, F\'elix Chalumeau, Manon Flageat, Maxence Faldor

arxiv:2401.08632 v2 · 2023-12-10 · cs.NE · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2F7ZEPS5GMPPJCKV2VDBTX35O4}

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	2026-07-05T09:15:29.204697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d17f923e5d331ef48955d54619df7d772c31503696389093bbd0f29391e837c3

Aliases

arxiv: 2401.08632 · arxiv_version: 2401.08632v2 · doi: 10.48550/arxiv.2401.08632 · pith_short_12: 2F7ZEPS5GMPP · pith_short_16: 2F7ZEPS5GMPPJCKV · pith_short_8: 2F7ZEPS5

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/2F7ZEPS5GMPPJCKV2VDBTX35O4 \
  | 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: d17f923e5d331ef48955d54619df7d772c31503696389093bbd0f29391e837c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a7e29f3be8fb609790d0fdbea8defe28b303cc37aed32d985c7b24386e394c7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-12-10T19:53:15Z",
    "title_canon_sha256": "61ef827e1e94c7042b0bd6c66268c2aa244ea3f936db3edda4aff0cc313efacd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08632",
    "kind": "arxiv",
    "version": 2
  }
}