Pith Number

pith:ZZNVVVW2

pith:2024:ZZNVVVW2NKZT5TPHTJTXEVRQEB

not attested not anchored not stored refs pending

Interpretable and Editable Programmatic Tree Policies for Reinforcement Learning

Hector Kohler, Kristian Kersting, Philippe Preux, Quentin Delfosse, Riad Akrour

arxiv:2405.14956 v1 · 2024-05-23 · 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{ZZNVVVW2NKZT5TPHTJTXEVRQEB}

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

1 paper in Pith

GRAIL: Autonomous Concept Grounding for Neuro-Symbolic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:22:43.189749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce5b5ad6da6ab33ecde79a677256302054761fd78d4f1e88aa7332918bb742ed

Aliases

arxiv: 2405.14956 · arxiv_version: 2405.14956v1 · doi: 10.48550/arxiv.2405.14956 · pith_short_12: ZZNVVVW2NKZT · pith_short_16: ZZNVVVW2NKZT5TPH · pith_short_8: ZZNVVVW2

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/ZZNVVVW2NKZT5TPHTJTXEVRQEB \
  | 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: ce5b5ad6da6ab33ecde79a677256302054761fd78d4f1e88aa7332918bb742ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49ef337ce84c01cd616df3515f8b87c4a309f5a9e31d3e843217d2fc143a5e24",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-05-23T18:07:38Z",
    "title_canon_sha256": "90285bcb436ae2d3732840a578756ed1925f6d08e9ddc564c33a26fa7e6118ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14956",
    "kind": "arxiv",
    "version": 1
  }
}