Pith Number

pith:5KDMB4DJ

pith:2021:5KDMB4DJ5OK4TBMW46HRTCLMPL

not attested not anchored not stored refs pending

Continuous Control With Ensemble Deep Deterministic Policy Gradients

Jakub \'Swi\k{a}tkowski, {\L}ukasz Kuci\'nski, Marcin Andrychowicz, Mateusz Olko, Micha{\l} Kr\'olikowski, Piotr Januszewski, Piotr Mi{\l}o\'s

arxiv:2111.15382 v1 · 2021-11-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5KDMB4DJ5OK4TBMW46HRTCLMPL}

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

An Arbitration Control for an Ensemble of Diversified DQN variants in Continual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:36:25.612551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea86c0f069eb95c98596e78f19896c7aff693e8d54309242f6242fe930b420ea

Aliases

arxiv: 2111.15382 · arxiv_version: 2111.15382v1 · doi: 10.48550/arxiv.2111.15382 · pith_short_12: 5KDMB4DJ5OK4 · pith_short_16: 5KDMB4DJ5OK4TBMW · pith_short_8: 5KDMB4DJ

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/5KDMB4DJ5OK4TBMW46HRTCLMPL \
  | 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: ea86c0f069eb95c98596e78f19896c7aff693e8d54309242f6242fe930b420ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91587cba8299ad9ef7e814e9206dd567644eebf42ad1e23e3ab86c102ff89c03",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-30T13:28:13Z",
    "title_canon_sha256": "de699fcdc8ee8bc86111d296e2caf889e102f399759c7adfd0faacda380e4afb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.15382",
    "kind": "arxiv",
    "version": 1
  }
}