Pith Number

pith:UHO2HJ47

pith:2025:UHO2HJ47XFVCUIBVPLDKRSMBOL

not attested not anchored not stored refs pending

Deep Reinforcement Learning Agents are not even close to Human Intelligence

Bjarne Gregori, Constantin Rothkopf, Elisabeth Dillies, Fabian Tatai, Jannis Bl\"uml, Jan Peters, Kristian Kersting, Quentin Delfosse, Th\'eo Vincent

arxiv:2505.21731 v1 · 2025-05-27 · 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{UHO2HJ47XFVCUIBVPLDKRSMBOL}

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

4 papers in Pith

Bridging Physical Reasoning and Task Generalization via Visual Action Outcome Reasoning Alignment

SLR: Automated Synthesis for Scalable Logical Reasoning

ActivationReasoning: Logical Reasoning in Latent Activation Spaces

GRAIL: Autonomous Concept Grounding for Neuro-Symbolic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:11:02.602876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1dda3a79fb96a2a20357ac6a8c98172ed8687dcf6860dac5d4fe9737b64ba27

Aliases

arxiv: 2505.21731 · arxiv_version: 2505.21731v1 · doi: 10.48550/arxiv.2505.21731 · pith_short_12: UHO2HJ47XFVC · pith_short_16: UHO2HJ47XFVCUIBV · pith_short_8: UHO2HJ47

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/UHO2HJ47XFVCUIBVPLDKRSMBOL \
  | 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: a1dda3a79fb96a2a20357ac6a8c98172ed8687dcf6860dac5d4fe9737b64ba27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "941b14c7ba97516adac09cb00260f2015b83d95cb3e6a8e846f7cd5dc7008883",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T20:21:46Z",
    "title_canon_sha256": "4b95ad0a7b5190dcbe2d82a876e1d794f9df8e8d78a1a5f1222d0fa7838f1428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21731",
    "kind": "arxiv",
    "version": 1
  }
}