Pith Number

pith:XZ4426VQ

pith:2024:XZ4426VQUESLYEMTLIUYL5BHCP

not attested not anchored not stored refs pending

When to Trust Your Data: Enhancing Dyna-Style Model-Based Reinforcement Learning With Data Filter

Ertai Luo, Shuo Han, Shuo Wu, Yansong Li, Yu Wu, Zeyu Dong

arxiv:2410.12160 v1 · 2024-10-16 · cs.LG · 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{XZ4426VQUESLYEMTLIUYL5BHCP}

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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

Stealing That Free Lunch: Exposing the Limits of Dyna-Style Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:21:15.066020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be79cd7ab0a124bc11935a2985f42713f5c8f82267d1df923c19d6c0e9e98faf

Aliases

arxiv: 2410.12160 · arxiv_version: 2410.12160v1 · doi: 10.48550/arxiv.2410.12160 · pith_short_12: XZ4426VQUESL · pith_short_16: XZ4426VQUESLYEMT · pith_short_8: XZ4426VQ

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/XZ4426VQUESLYEMTLIUYL5BHCP \
  | 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: be79cd7ab0a124bc11935a2985f42713f5c8f82267d1df923c19d6c0e9e98faf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ea9cd6c23acb177451f7467cf19e425a9f6728a0380ec90dbdce762f780d0c",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T01:49:03Z",
    "title_canon_sha256": "4f13810c8732db5d7ddd7dc96f543dda5e2d7354eaa034edc11dd9038e783d96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12160",
    "kind": "arxiv",
    "version": 1
  }
}