Pith Number

pith:LP7XIXLI

pith:2023:LP7XIXLIUGNOKJ6EORBQH2I3V5

not attested not anchored not stored refs pending

A Survey on Offline Model-Based Reinforcement Learning

Haoyang He

arxiv:2305.03360 v1 · 2023-05-05 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LP7XIXLIUGNOKJ6EORBQH2I3V5}

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

1 paper in Pith

Offline vs. Online Learning in Model-based RL: Lessons for Data Collection Strategies

Receipt and verification

First computed	2026-07-05T06:07:22.444003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bff745d68a19ae527c4744303e91baf5a63c8e6342b57f5089fe707764d5241

Aliases

arxiv: 2305.03360 · arxiv_version: 2305.03360v1 · doi: 10.48550/arxiv.2305.03360 · pith_short_12: LP7XIXLIUGNO · pith_short_16: LP7XIXLIUGNOKJ6E · pith_short_8: LP7XIXLI

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/LP7XIXLIUGNOKJ6EORBQH2I3V5 \
  | 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: 5bff745d68a19ae527c4744303e91baf5a63c8e6342b57f5089fe707764d5241

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90dbd8493943fffeaf5e38feab86400beaa7a89eb219243744d17b11c0375597",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-05T08:23:56Z",
    "title_canon_sha256": "96b613790a536060dbde7aeb76057b7bcd5077221bac5c8bfe9634fe3694e6eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.03360",
    "kind": "arxiv",
    "version": 1
  }
}