Pith Number

pith:PQU5KQAO

pith:2021:PQU5KQAOC5J32ZB2IWB2JRHATT

not attested not anchored not stored refs pending

Measuring Progress in Deep Reinforcement Learning Sample Efficiency

Florian E. Dorner

arxiv:2102.04881 v1 · 2021-02-09 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQU5KQAOC5J32ZB2IWB2JRHATT}

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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

A Survey of Reinforcement Learning for Optimization in Automation

Receipt and verification

First computed	2026-07-05T02:14:05.900165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c29d5400e1753bd643a4583a4c4e09cd7d4a4b47fc5097d031b35a12e4a3238

Aliases

arxiv: 2102.04881 · arxiv_version: 2102.04881v1 · doi: 10.48550/arxiv.2102.04881 · pith_short_12: PQU5KQAOC5J3 · pith_short_16: PQU5KQAOC5J32ZB2 · pith_short_8: PQU5KQAO

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/PQU5KQAOC5J32ZB2IWB2JRHATT \
  | 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: 7c29d5400e1753bd643a4583a4c4e09cd7d4a4b47fc5097d031b35a12e4a3238

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a9cc5318ad33f4cbdaf8bd57483c341f12238cd34fcf0ec19ca2c3c18e10e1e",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-09T15:27:47Z",
    "title_canon_sha256": "a3fc52c85f93b4727039d82fe124ff03b1f1c999314fc590961d1e603cdfbb1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.04881",
    "kind": "arxiv",
    "version": 1
  }
}