pith. sign in
Pith Number

pith:FRLMEIAW

pith:2018:FRLMEIAW3QCZHVQAHRZXKQQ27A
not attested not anchored not stored refs pending

An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents

Felipe Petroski Such, Jeff Clune, Jiale Zhi, Joel Lehman, Ludwig Schubert, Marc G. Bellemare, Pablo Samuel Castro, Rosanne Liu, Rui Wang, Vashisht Madhavan, Yulun Li

arxiv:1812.07069 v2 · 2018-12-17 · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FRLMEIAW3QCZHVQAHRZXKQQ27A}

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 2026-05-17T23:44:42.757935Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c56c22016dc0593d6003c7375421af80caf3b2f714c76fbbc24308fae277980

Aliases

arxiv: 1812.07069 · arxiv_version: 1812.07069v2 · doi: 10.48550/arxiv.1812.07069 · pith_short_12: FRLMEIAW3QCZ · pith_short_16: FRLMEIAW3QCZHVQA · pith_short_8: FRLMEIAW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FRLMEIAW3QCZHVQAHRZXKQQ27A \
  | 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: 2c56c22016dc0593d6003c7375421af80caf3b2f714c76fbbc24308fae277980
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "701d3380f4d277ef6d3f2b95d8621063d07ecbfbe8a631c59f615789a0563241",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2018-12-17T21:53:38Z",
    "title_canon_sha256": "90d4cbf5307cb0aa4edc2b01da8d815629a2be6d6e84048ca0deaa78e8959cba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07069",
    "kind": "arxiv",
    "version": 2
  }
}