Pith Number

pith:FDHQZNYP

pith:2019:FDHQZNYP4KLZXOZAMASWR2GA6V

not attested not anchored not stored refs pending

Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field

Emilie Wirbel, Fabien Moutarde, Marin Toromanoff

arxiv:1908.04683 v5 · 2019-08-13 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FDHQZNYP4KLZXOZAMASWR2GA6V}

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

1 paper in Pith

Mastering Atari with Discrete World Models

Receipt and verification

First computed	2026-07-05T00:17:54.606365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28cf0cb70fe2979bbb20602568e8c0f54c37a9f2c92613d5f7087b7402bdaf61

Aliases

arxiv: 1908.04683 · arxiv_version: 1908.04683v5 · doi: 10.48550/arxiv.1908.04683 · pith_short_12: FDHQZNYP4KLZ · pith_short_16: FDHQZNYP4KLZXOZA · pith_short_8: FDHQZNYP

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/FDHQZNYP4KLZXOZAMASWR2GA6V \
  | 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: 28cf0cb70fe2979bbb20602568e8c0f54c37a9f2c92613d5f7087b7402bdaf61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "416ee2b77549a8ff58a1b6d8e1950975729f4ccd6b3ca4939b70a16ca9adda14",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-08-13T14:55:09Z",
    "title_canon_sha256": "71c0021555083fb824ba106bd22e79206e4e07cf0213852169d47d5d414a5bb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.04683",
    "kind": "arxiv",
    "version": 5
  }
}