Pith Number

pith:S4M7E666

pith:2016:S4M7E6664G52ETYEK2H2XDPWSX

not attested not anchored not stored refs pending

Benchmarking Deep Reinforcement Learning for Continuous Control

John Schulman, Pieter Abbeel, Rein Houthooft, Xi Chen, Yan Duan

arxiv:1604.06778 v3 · 2016-04-22 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4M7E6664G52ETYEK2H2XDPWSX}

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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

3 papers in Pith

OpenAI Gym

To Learn or Not to Learn: A Litmus Test for Using Reinforcement Learning in Control

Accelerating Reinforcement Learning for Wind Farm Control via Expert Demonstrations

Receipt and verification

First computed	2026-05-18T01:13:30.204382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9719f27bdee1bba24f04568fab8df695d8dfd0bc01e798a47c522540b92c7d81

Aliases

arxiv: 1604.06778 · arxiv_version: 1604.06778v3 · doi: 10.48550/arxiv.1604.06778 · pith_short_12: S4M7E6664G52 · pith_short_16: S4M7E6664G52ETYE · pith_short_8: S4M7E666

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/S4M7E6664G52ETYEK2H2XDPWSX \
  | 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: 9719f27bdee1bba24f04568fab8df695d8dfd0bc01e798a47c522540b92c7d81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b81cbcc843c36a8e2f21744c33d92c1a92addc793f2e4c4f14a49972766ac8a1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-04-22T18:57:24Z",
    "title_canon_sha256": "e4d85efe079b25bfdca29c59479dfe6c75e98edd46e5818f7fa6ea8edbc258c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.06778",
    "kind": "arxiv",
    "version": 3
  }
}