Pith Number

pith:BPU2U4LE

pith:2020:BPU2U4LECEOF7O2WZF5X2G3IRQ

not attested not anchored not stored refs pending

Model-based Reinforcement Learning: A Survey

Aske Plaat, Catholijn M. Jonker, Joost Broekens, Thomas M. Moerland

arxiv:2006.16712 v4 · 2020-06-30 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BPU2U4LECEOF7O2WZF5X2G3IRQ}

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

4 papers in Pith

CaLiSym: Learning Symplectic Dynamics of Real-World Systems through Structured Canonical Lifts

Solving Markov Decision Processes with Future Information via MPC

UBP2: Uncertainty-Balanced Preference Planning for Efficient Preference-based Reinforcement Learning

Learning Ad Hoc Network Dynamics via Graph-Structured World Models

Receipt and verification

First computed	2026-07-05T04:10:20.855953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be9aa7164111c5fbb56c97b7d1b688c0355faaebcd2c28752dbe49757e2ef26

Aliases

arxiv: 2006.16712 · arxiv_version: 2006.16712v4 · doi: 10.48550/arxiv.2006.16712 · pith_short_12: BPU2U4LECEOF · pith_short_16: BPU2U4LECEOF7O2W · pith_short_8: BPU2U4LE

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/BPU2U4LECEOF7O2WZF5X2G3IRQ \
  | 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: 0be9aa7164111c5fbb56c97b7d1b688c0355faaebcd2c28752dbe49757e2ef26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa75e1ddfe54c258e882bfc02c9d8f599f3ebe92a1afc25b0e9acc95a3e9f2da",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-30T12:10:07Z",
    "title_canon_sha256": "509bfe057197af1f8cc3c07908fdadd3db9ec7fabc6e829608ecb7454a335dc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.16712",
    "kind": "arxiv",
    "version": 4
  }
}