Pith Number

pith:KBS3V4QU

pith:2023:KBS3V4QU2EQW4D2R57T3EE56RZ

not attested not anchored not stored refs pending

Is Model Ensemble Necessary? Model-based RL via a Single Model with Lipschitz Regularized Value Function

Furong Huang, Huazhe Xu, Ruijie Zheng, Xiyao Wang

arxiv:2302.01244 v1 · 2023-02-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KBS3V4QU2EQW4D2R57T3EE56RZ}

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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

Learn A Flexible Exploration Model for Parameterized Action Markov Decision Processes

Receipt and verification

First computed	2026-07-05T05:38:24.344583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5065baf214d1216e0f51efe7b213be8e7020af2207992f4de689d4b12080a380

Aliases

arxiv: 2302.01244 · arxiv_version: 2302.01244v1 · doi: 10.48550/arxiv.2302.01244 · pith_short_12: KBS3V4QU2EQW · pith_short_16: KBS3V4QU2EQW4D2R · pith_short_8: KBS3V4QU

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/KBS3V4QU2EQW4D2R57T3EE56RZ \
  | 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: 5065baf214d1216e0f51efe7b213be8e7020af2207992f4de689d4b12080a380

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "977c48ae6f1d8c6d5cdcea276cff6529babc55306189907971d3ec4515230ba1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T17:27:16Z",
    "title_canon_sha256": "89b403aa6f095d53e0c448478bac7afbaffa4b590186fdc84e2947e437cdcc78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01244",
    "kind": "arxiv",
    "version": 1
  }
}