Pith Number

pith:ZZXJHBWK

pith:2021:ZZXJHBWKOKR77ELELIMTIDXG4X

not attested not anchored not stored refs pending

Synthesising Reinforcement Learning Policies through Set-Valued Inductive Rule Learning

Ann Now\'e, Catholijn M. Jonker, Denis Steckelmacher, Youri Coppens

arxiv:2106.06009 v1 · 2021-06-10 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZZXJHBWKOKR77ELELIMTIDXG4X}

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	2026-07-05T02:48:24.936156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce6e9386ca72a3ff91645a19340ee6e5cfba8fd443211d7e791ac01a0838f155

Aliases

arxiv: 2106.06009 · arxiv_version: 2106.06009v1 · doi: 10.48550/arxiv.2106.06009 · pith_short_12: ZZXJHBWKOKR7 · pith_short_16: ZZXJHBWKOKR77ELE · pith_short_8: ZZXJHBWK

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/ZZXJHBWKOKR77ELELIMTIDXG4X \
  | 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: ce6e9386ca72a3ff91645a19340ee6e5cfba8fd443211d7e791ac01a0838f155

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cf36c6e4aed384c28255f41d9ea11b9ddabeb825864980646fdb37da92ecb3d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-06-10T19:06:28Z",
    "title_canon_sha256": "5307e2a9b408fd2cee87d0b8f4ee63f82b19f39eeb1f383899f76c7e72d20e23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06009",
    "kind": "arxiv",
    "version": 1
  }
}