Pith Number

pith:DPOIEOV6

pith:2023:DPOIEOV6MVM4NYKPCSTWRFKJCG

not attested not anchored not stored refs pending

Neurosymbolic Meta-Reinforcement Lookahead Learning Achieves Safe Self-Driving in Non-Stationary Environments

Haozhe Lei, Quanyan Zhu

arxiv:2309.02328 v1 · 2023-09-05 · cs.RO · cs.AI · cs.SY · eess.SY · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DPOIEOV6MVM4NYKPCSTWRFKJCG}

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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

A Theory of Multilevel Interactive Equilibrium in NeuroAI

Receipt and verification

First computed	2026-07-05T06:47:58.859162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bdc823abe6559c6e14f14a768954911a3ca191c73f1ee9e387173836897402d

Aliases

arxiv: 2309.02328 · arxiv_version: 2309.02328v1 · doi: 10.48550/arxiv.2309.02328 · pith_short_12: DPOIEOV6MVM4 · pith_short_16: DPOIEOV6MVM4NYKP · pith_short_8: DPOIEOV6

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/DPOIEOV6MVM4NYKPCSTWRFKJCG \
  | 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: 1bdc823abe6559c6e14f14a768954911a3ca191c73f1ee9e387173836897402d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7631567618a49e3b338420020ae2da9faa61be4bd4ed438b9cd892369922fbf0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2023-09-05T15:47:40Z",
    "title_canon_sha256": "b77b3e4b6571c8e68bcd6fd1e5353ca8afc36bfc6e455b2e56b4f1612a70d509"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02328",
    "kind": "arxiv",
    "version": 1
  }
}