Pith Number

pith:4AJ5FGJ3

pith:2025:4AJ5FGJ37L73ZXFVBG2Y5PWW5A

not attested not anchored not stored refs pending

Deep Reinforcement Learning via Object-Centric Attention

Bjarne Gregori, Cedric Derstroff, Elisabeth Dillies, Jannis Bl\"uml, Kristian Kersting, Quentin Delfosse

arxiv:2504.03024 v1 · 2025-04-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4AJ5FGJ37L73ZXFVBG2Y5PWW5A}

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	2026-07-05T10:44:24.912370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e013d2993bfaffbcdcb509b58ebed6e83af5f29ce1d03df224aca40fa36ca4d3

Aliases

arxiv: 2504.03024 · arxiv_version: 2504.03024v1 · doi: 10.48550/arxiv.2504.03024 · pith_short_12: 4AJ5FGJ37L73 · pith_short_16: 4AJ5FGJ37L73ZXFV · pith_short_8: 4AJ5FGJ3

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/4AJ5FGJ37L73ZXFVBG2Y5PWW5A \
  | 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: e013d2993bfaffbcdcb509b58ebed6e83af5f29ce1d03df224aca40fa36ca4d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4aa18c547c1851a38b7173895b1e1446fbeb5f7e612bf5fd17bbdf0c04607217",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-03T20:48:27Z",
    "title_canon_sha256": "3f9bc9b4293ff161f523cc2b91684bb241347517b14b779b4edded27321ad24a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03024",
    "kind": "arxiv",
    "version": 1
  }
}