Pith Number

pith:6NTN4ALP

pith:2020:6NTN4ALPWD6C6GESN5AWB6KAWA

not attested not anchored not stored refs pending

Sample Efficient Reinforcement Learning with REINFORCE

Brendan O'Donoghue, Jongho Kim, Junzi Zhang, Stephen Boyd

arxiv:2010.11364 v2 · 2020-10-22 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6NTN4ALPWD6C6GESN5AWB6KAWA}

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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

Model-free Reinforcement Learning for Model-based Control: Towards Safe, Interpretable and Sample-efficient Agents

Receipt and verification

First computed	2026-07-05T02:01:55.181159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f366de016fb0fc2f18926f4160f940b00bf05841084bb80e6a03642227720750

Aliases

arxiv: 2010.11364 · arxiv_version: 2010.11364v2 · doi: 10.48550/arxiv.2010.11364 · pith_short_12: 6NTN4ALPWD6C · pith_short_16: 6NTN4ALPWD6C6GES · pith_short_8: 6NTN4ALP

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/6NTN4ALPWD6C6GESN5AWB6KAWA \
  | 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: f366de016fb0fc2f18926f4160f940b00bf05841084bb80e6a03642227720750

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07765a8b76e1e106b3e53ee1a33312d96f86aad3d302fd5ec0d6fac1a73d14ff",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-22T01:02:55Z",
    "title_canon_sha256": "dbac0fa3494bd936620d3762067c77f1addb892e61df6a158e476ba87eae4020"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.11364",
    "kind": "arxiv",
    "version": 2
  }
}