Pith Number

pith:O7LW4JMU

pith:2018:O7LW4JMU4SULLTSUPFBCAG4MUV

not attested not anchored not stored refs pending

Meta-Reinforcement Learning of Structured Exploration Strategies

Abhishek Gupta, Pieter Abbeel, Russell Mendonca, Sergey Levine, Yuxuan Liu

arxiv:1802.07245 v1 · 2018-02-20 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O7LW4JMU4SULLTSUPFBCAG4MUV}

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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

4 papers in Pith

Disentangled Skill Embeddings for Reinforcement Learning

SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation

Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review

A Meta Reinforcement Learning Approach to Goals-Based Wealth Management

Receipt and verification

First computed	2026-05-18T00:22:53.209458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77d76e2594e4a8b5ce547942201b8ca550ec2ff2bef1fbfd6ae599257f7bf19c

Aliases

arxiv: 1802.07245 · arxiv_version: 1802.07245v1 · doi: 10.48550/arxiv.1802.07245 · pith_short_12: O7LW4JMU4SUL · pith_short_16: O7LW4JMU4SULLTSU · pith_short_8: O7LW4JMU

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/O7LW4JMU4SULLTSUPFBCAG4MUV \
  | 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: 77d76e2594e4a8b5ce547942201b8ca550ec2ff2bef1fbfd6ae599257f7bf19c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad1f0988e7671ba7ab88ea241cf18532fd42ad70cd89f3e2058cc14198f7b62f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-20T18:40:57Z",
    "title_canon_sha256": "e4657d6b71435b47c9a8ab90862f428f69fbfec11d365866cb6c725a00894ce6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.07245",
    "kind": "arxiv",
    "version": 1
  }
}