Pith Number

pith:CJOGZAZJ

pith:2018:CJOGZAZJDZVNMAA6ZOBAMNU2BY

not attested not anchored not stored refs pending

Learning and Querying Fast Generative Models for Reinforcement Learning

Daan Wierstra, Danilo Rezende, David P. Reichert, Demis Hassabis, Fabio Viola, Frederic Besse, Karol Gregor, Lars Buesing, Sebastien Racaniere, S. M. Ali Eslami, Theophane Weber

arxiv:1802.03006 v1 · 2018-02-08 · 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{CJOGZAZJDZVNMAA6ZOBAMNU2BY}

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

6 papers in Pith

Shaping Belief States with Generative Environment Models for RL

Learning Belief Representations for Imitation Learning in POMDPs

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Mastering Atari with Discrete World Models

Dream to Control: Learning Behaviors by Latent Imagination

Receipt and verification

First computed	2026-05-18T00:24:02.616259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

125c6c83291e6ad6001ecb8206369a0e206e759a7eef15548d2d19484c637ce5

Aliases

arxiv: 1802.03006 · arxiv_version: 1802.03006v1 · doi: 10.48550/arxiv.1802.03006 · pith_short_12: CJOGZAZJDZVN · pith_short_16: CJOGZAZJDZVNMAA6 · pith_short_8: CJOGZAZJ

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/CJOGZAZJDZVNMAA6ZOBAMNU2BY \
  | 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: 125c6c83291e6ad6001ecb8206369a0e206e759a7eef15548d2d19484c637ce5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccd071c25048468c18a1d1f41901e1f4ee69523d15fcfd183e190e78747673c6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-08T18:54:44Z",
    "title_canon_sha256": "0776a855dbedb0662f6f40418852d950a06b1fe728cc9df506cd662d3a8c1496"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.03006",
    "kind": "arxiv",
    "version": 1
  }
}