Pith Number

pith:VY7FCRDP

pith:2018:VY7FCRDP46K4SW3Z7ULAUOBAYT

not attested not anchored not stored refs pending

Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning

Alvin Wan, Ion Stoica, Joseph E. Gonzalez, Michael I. Jordan, Sergey Levine, Vladimir Feinberg

arxiv:1803.00101 v1 · 2018-02-28 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{VY7FCRDP46K4SW3Z7ULAUOBAYT}

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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

9 papers in Pith

Exploring Model-based Planning with Policy Networks

EvolvingAgent: Curriculum Self-evolving Agent with Continual World Model for Long-Horizon Tasks

A KL-regularization Framework for Learning to Plan with Adaptive Priors

EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control

DAWM: Diffusion Action World Models for Offline Reinforcement Learning via Action-Inferred Transitions

Receipt and verification

First computed	2026-05-18T00:22:13.342163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae3e51446fe795c95b79fd160a3820c4c5e58c2e084ddaafdd93305c85e8a581

Aliases

arxiv: 1803.00101 · arxiv_version: 1803.00101v1 · doi: 10.48550/arxiv.1803.00101 · pith_short_12: VY7FCRDP46K4 · pith_short_16: VY7FCRDP46K4SW3Z · pith_short_8: VY7FCRDP

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/VY7FCRDP46K4SW3Z7ULAUOBAYT \
  | 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: ae3e51446fe795c95b79fd160a3820c4c5e58c2e084ddaafdd93305c85e8a581

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a39856f72d9632ee711dc4dd0008b4bbd4b0d86e77abb046edaa1bd3d9d43146",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-28T21:43:37Z",
    "title_canon_sha256": "9cfe089cf9b590544fd6f5de162aa5377ef9ace753cccccb0d05faac29e491df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.00101",
    "kind": "arxiv",
    "version": 1
  }
}