Pith Number

pith:P6AEGILS

pith:2019:P6AEGILSJ2LEGBE2KFFQPEQK2J

not attested not anchored not stored refs pending

Let's Play Again: Variability of Deep Reinforcement Learning Agents in Atari Environments

David Jensen, Emma Tosch, John Foley, Kaleigh Clary

arxiv:1904.06312 v1 · 2019-04-12 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P6AEGILSJ2LEGBE2KFFQPEQK2J}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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

RAPTOR: A Foundation Policy for Quadrotor Control

Replicable Reinforcement Learning with Linear Function Approximation

Receipt and verification

First computed	2026-05-17T23:48:43.628015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f804321724e9643049a514b07920ad24a56bffb1c7df9d0de82d54b3b1a449a

Aliases

arxiv: 1904.06312 · arxiv_version: 1904.06312v1 · doi: 10.48550/arxiv.1904.06312 · pith_short_12: P6AEGILSJ2LE · pith_short_16: P6AEGILSJ2LEGBE2 · pith_short_8: P6AEGILS

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/P6AEGILSJ2LEGBE2KFFQPEQK2J \
  | 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: 7f804321724e9643049a514b07920ad24a56bffb1c7df9d0de82d54b3b1a449a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c150c276a805350e7bfd9af2c0b26e7e3cfc864761a37d30e70de93c29d9043",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-12T16:37:52Z",
    "title_canon_sha256": "fc2c474003d9deb75baa594d77a473e2ea76176cace4edbe957b96df164ea2be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.06312",
    "kind": "arxiv",
    "version": 1
  }
}