Pith Number

pith:3FJ32ZMN

pith:2018:3FJ32ZMN2JSKWYWXX3KX4G2JA2

not attested not anchored not stored refs pending

Observe and Look Further: Achieving Consistent Performance on Atari

Bilal Piot, Dan Horgan, David Budden, Gabriel Barth-Maron, Hado van Hasselt, John Quan, Matteo Hessel, Mel Ve\v{c}er\'ik, Mohammad Gheshlaghi Azar, Olivier Pietquin, R\'emi Munos, Tobias Pohlen, Todd Hester

arxiv:1805.11593 v1 · 2018-05-29 · 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{3FJ32ZMN2JSKWYWXX3KX4G2JA2}

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

Attentive Multi-Task Deep Reinforcement Learning

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

Receipt and verification

First computed	2026-05-18T00:14:41.931888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d953bd658dd264ab62d7bed57e1b490697d3f482a474334126f640f3aa9b96ca

Aliases

arxiv: 1805.11593 · arxiv_version: 1805.11593v1 · doi: 10.48550/arxiv.1805.11593 · pith_short_12: 3FJ32ZMN2JSK · pith_short_16: 3FJ32ZMN2JSKWYWX · pith_short_8: 3FJ32ZMN

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/3FJ32ZMN2JSKWYWXX3KX4G2JA2 \
  | 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: d953bd658dd264ab62d7bed57e1b490697d3f482a474334126f640f3aa9b96ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "835fe03d93688f6eb8dd714c8c7a65704eb5c9b056173cf00af978280efcbd9f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-29T17:19:59Z",
    "title_canon_sha256": "4e2b21fe03df05c11b7fd1275e6a7f6684795e44948427b2964532b568ce8f51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.11593",
    "kind": "arxiv",
    "version": 1
  }
}