Pith Number

pith:5B4I4DYO

pith:2020:5B4I4DYOKYNJUJSLKCEQGEHSTA

not attested not anchored not stored refs pending

DDPG++: Striving for Simplicity in Continuous-control Off-Policy Reinforcement Learning

Alexander J. Smola, Pratik Chaudhari, Rasool Fakoor

arxiv:2006.15199 v1 · 2020-06-26 · 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{5B4I4DYOKYNJUJSLKCEQGEHSTA}

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

Trust the Batch, On- or Off-Policy: Adaptive Policy Optimization for RL Post-Training

Receipt and verification

First computed	2026-07-05T01:14:03.070039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8788e0f0e561a9a264b50890310f2982aad45168fa29ff8924ecc23a4a51b3d

Aliases

arxiv: 2006.15199 · arxiv_version: 2006.15199v1 · doi: 10.48550/arxiv.2006.15199 · pith_short_12: 5B4I4DYOKYNJ · pith_short_16: 5B4I4DYOKYNJUJSL · pith_short_8: 5B4I4DYO

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/5B4I4DYOKYNJUJSLKCEQGEHSTA \
  | 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: e8788e0f0e561a9a264b50890310f2982aad45168fa29ff8924ecc23a4a51b3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec081b6d2ebdab1463c23b58a389ae6f0ae8488906e34cae14b75725c878f60e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-26T20:21:12Z",
    "title_canon_sha256": "7c71eb4d92b2e00d630b448b67fb2baec8e42d13bcf215b122b032bdd1f83739"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.15199",
    "kind": "arxiv",
    "version": 1
  }
}