Pith Number

pith:ACDIG6MH

pith:2018:ACDIG6MHAU2BXO2BTU2UX6CDZ6

not attested not anchored not stored refs pending

Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation

Dane Corneil, Johanni Brea, Wulfram Gerstner

arxiv:1802.04325 v2 · 2018-02-12 · 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{ACDIG6MHAU2BXO2BTU2UX6CDZ6}

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.

Receipt and verification

First computed	2026-05-18T00:13:44.915887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

008683798705341bbb419d354bf843cf8a174417b176bbadb71673277e83df68

Aliases

arxiv: 1802.04325 · arxiv_version: 1802.04325v2 · doi: 10.48550/arxiv.1802.04325 · pith_short_12: ACDIG6MHAU2B · pith_short_16: ACDIG6MHAU2BXO2B · pith_short_8: ACDIG6MH

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/ACDIG6MHAU2BXO2BTU2UX6CDZ6 \
  | 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: 008683798705341bbb419d354bf843cf8a174417b176bbadb71673277e83df68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6d2289c7d6da933f59df2bc292f77c442d2d7ee6ae6e14bb7c183b57b6a7688",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-12T19:38:44Z",
    "title_canon_sha256": "98a4b7784bf5cdfe8382e462a4d21a8085c36a67459a2e251b697d01f1908f8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.04325",
    "kind": "arxiv",
    "version": 2
  }
}