Pith Number

pith:QW6OBNOL

pith:2018:QW6OBNOLMFB4GXEFCSSXLLR7N4

not attested not anchored not stored refs pending

Some Considerations on Learning to Explore via Meta-Reinforcement Learning

Bradly C. Stadie, Ge Yang, Ilya Sutskever, Pieter Abbeel, Rein Houthooft, Xi Chen, Yan Duan, Yuhuai Wu

arxiv:1803.01118 v2 · 2018-03-03 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QW6OBNOLMFB4GXEFCSSXLLR7N4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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

An Information-Theoretic Analysis of OOD Generalization in Meta-Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:56:29.955204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85bce0b5cb6143c35c8514a575ae3f6f28bd2f79b13ae431318425aee00d8542

Aliases

arxiv: 1803.01118 · arxiv_version: 1803.01118v2 · doi: 10.48550/arxiv.1803.01118 · pith_short_12: QW6OBNOLMFB4 · pith_short_16: QW6OBNOLMFB4GXEF · pith_short_8: QW6OBNOL

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/QW6OBNOLMFB4GXEFCSSXLLR7N4 \
  | 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: 85bce0b5cb6143c35c8514a575ae3f6f28bd2f79b13ae431318425aee00d8542

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67567713d3af65d196af8878aa60d9334b23d48a31e0bc3bbf61533ab643d927",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-03-03T07:13:43Z",
    "title_canon_sha256": "cfa9409316379d81c269af3f59045f1cfd8a5b4bc10b72cd91ea5258b3fbc596"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.01118",
    "kind": "arxiv",
    "version": 2
  }
}