Pith Number

pith:M5WH3Z4B

pith:2020:M5WH3Z4BDFSBASOCIB5YT6TOGG

not attested not anchored not stored refs pending

Evaluating the Performance of Reinforcement Learning Algorithms

Daniel Cohen, Mengxue Zhang, Philip S. Thomas, Scott M. Jordan, Yash Chandak

arxiv:2006.16958 v2 · 2020-06-30 · 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{M5WH3Z4BDFSBASOCIB5YT6TOGG}

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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

Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent

Receipt and verification

First computed	2026-07-05T01:26:52.750534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

676c7de78119641049c2407b89fa6e31a17d8771b50a88e7b023d9e46ef6bb14

Aliases

arxiv: 2006.16958 · arxiv_version: 2006.16958v2 · doi: 10.48550/arxiv.2006.16958 · pith_short_12: M5WH3Z4BDFSB · pith_short_16: M5WH3Z4BDFSBASOC · pith_short_8: M5WH3Z4B

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/M5WH3Z4BDFSBASOCIB5YT6TOGG \
  | 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: 676c7de78119641049c2407b89fa6e31a17d8771b50a88e7b023d9e46ef6bb14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06588ea72ef04087b9918f89601f67e994edb9647eb02e540efe62cf1a27d59e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-30T16:52:23Z",
    "title_canon_sha256": "986cd816ad2b652fe900c246aac7951bd098fd70c4864ba5936e832b15ab28c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.16958",
    "kind": "arxiv",
    "version": 2
  }
}