Pith Number

pith:2WNJ33BK

pith:2023:2WNJ33BKIQHZX4QSZH7LRPK3GX

not attested not anchored not stored refs pending

Efficient Online Reinforcement Learning with Offline Data

Ilya Kostrikov, Laura Smith, Philip J. Ball, Sergey Levine

arxiv:2302.02948 v4 · 2023-02-06 · 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{2WNJ33BKIQHZX4QSZH7LRPK3GX}

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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

10 papers in Pith

An Introduction to Causal Reinforcement Learning

Learning Process Rewards via Success Visitation Matching for Efficient RL

Improving Robotic Generalist Policies via Flow Reversal Steering

Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own

RankQ: Offline-to-Online Reinforcement Learning via Self-Supervised Action Ranking

Receipt and verification

First computed	2026-07-05T06:15:45.471723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d59a9dec2a440f9bf212c9feb8bd5b35f3aa8939feb7cb4e083af1d0d04f9709

Aliases

arxiv: 2302.02948 · arxiv_version: 2302.02948v4 · doi: 10.48550/arxiv.2302.02948 · pith_short_12: 2WNJ33BKIQHZ · pith_short_16: 2WNJ33BKIQHZX4QS · pith_short_8: 2WNJ33BK

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/2WNJ33BKIQHZX4QSZH7LRPK3GX \
  | 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: d59a9dec2a440f9bf212c9feb8bd5b35f3aa8939feb7cb4e083af1d0d04f9709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "455565e0e8852fd2770db23f66ab4522c9b4742982c6a38db453d1d22a947783",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-06T17:30:22Z",
    "title_canon_sha256": "be7fa1af956b1e2aa90aea42acf62866861a1d59f34578a1c26fde23c27c8e9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02948",
    "kind": "arxiv",
    "version": 4
  }
}