Pith Number

pith:C2DM46LR

pith:2020:C2DM46LRI57H4SOAV5SAM7TOGD

not attested not anchored not stored refs pending

Importance of using appropriate baselines for evaluation of data-efficiency in deep reinforcement learning for Atari

Kacper Kielak

arxiv:2003.10181 v2 · 2020-03-23 · cs.LG · 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{C2DM46LRI57H4SOAV5SAM7TOGD}

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

EVaDE : Event-Based Variational Thompson Sampling for Model-Based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:51:43.991987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1686ce7971477e7e49c0af64067e6e30d8effcab535a10c4ec978b668028e5f0

Aliases

arxiv: 2003.10181 · arxiv_version: 2003.10181v2 · doi: 10.48550/arxiv.2003.10181 · pith_short_12: C2DM46LRI57H · pith_short_16: C2DM46LRI57H4SOA · pith_short_8: C2DM46LR

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/C2DM46LRI57H4SOAV5SAM7TOGD \
  | 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: 1686ce7971477e7e49c0af64067e6e30d8effcab535a10c4ec978b668028e5f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d3edfc839ce752156de91ec92caff69d520977ace802418de265099d0cb8a7f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-23T10:59:04Z",
    "title_canon_sha256": "5be1039133a2b38e8ff93983f51e36214a62c6ae0a520989aeee07d91421bd99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.10181",
    "kind": "arxiv",
    "version": 2
  }
}