Pith Number

pith:F2LZEFTF

pith:2015:F2LZEFTFOQ5JLJJA2RL6GIBNUD

not attested not anchored not stored refs pending

State of the Art Control of Atari Games Using Shallow Reinforcement Learning

Erik Talvitie, Marlos C. Machado, Michael Bowling, Yitao Liang

arxiv:1512.01563 v2 · 2015-12-04 · 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{F2LZEFTFOQ5JLJJA2RL6GIBNUD}

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	2026-05-18T01:16:29.408092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e97921665743a95a520d457e3202da0e17bd767815522d4b8639cdf84b746a7

Aliases

arxiv: 1512.01563 · arxiv_version: 1512.01563v2 · doi: 10.48550/arxiv.1512.01563 · pith_short_12: F2LZEFTFOQ5J · pith_short_16: F2LZEFTFOQ5JLJJA · pith_short_8: F2LZEFTF

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/F2LZEFTFOQ5JLJJA2RL6GIBNUD \
  | 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: 2e97921665743a95a520d457e3202da0e17bd767815522d4b8639cdf84b746a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00d8213ca0bfe44b28a149036a5785bed6874a41cacb06e0798c3526180d7e7c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-12-04T21:06:04Z",
    "title_canon_sha256": "31c6cca8acc36950e467538d7fb22708931aca23d766c46943b9009c0177b469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.01563",
    "kind": "arxiv",
    "version": 2
  }
}