Pith Number

pith:BKF42KXD

pith:2018:BKF42KXDM5NZFMRFLEG4RZKRJD

not attested not anchored not stored refs pending

Synthesizing Neural Network Controllers with Probabilistic Model based Reinforcement Learning

David Meger, Gregory Dudek, Juan Camilo Gamboa Higuera

arxiv:1803.02291 v3 · 2018-03-06 · cs.RO · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BKF42KXDM5NZFMRFLEG4RZKRJD}

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

2 papers in Pith

Calibrated Model-Based Deep Reinforcement Learning

Mastering Atari with Discrete World Models

Receipt and verification

First computed	2026-05-18T00:09:09.530099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a8bcd2ae3675b92b225590dc8e55148df77e9e42f4a0ede65635067ef2abaa4

Aliases

arxiv: 1803.02291 · arxiv_version: 1803.02291v3 · doi: 10.48550/arxiv.1803.02291 · pith_short_12: BKF42KXDM5NZ · pith_short_16: BKF42KXDM5NZFMRF · pith_short_8: BKF42KXD

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/BKF42KXDM5NZFMRFLEG4RZKRJD \
  | 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: 0a8bcd2ae3675b92b225590dc8e55148df77e9e42f4a0ede65635067ef2abaa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b602210f53ce7057ba354ab8b7b00695d094fa24e9badfbf2d7bb6d4a1c002e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2018-03-06T16:42:46Z",
    "title_canon_sha256": "a5bc27919a6166971e90365b5a5cc250bb2891f6a0b98df44b213c0fab22edac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.02291",
    "kind": "arxiv",
    "version": 3
  }
}