Pith Number

pith:D57TLX5Z

pith:2022:D57TLX5ZHME3FIQMBQAPODU74X

not attested not anchored not stored refs pending

Ensemble Reinforcement Learning in Continuous Spaces -- A Hierarchical Multi-Step Approach for Policy Training

Gang Chen, Victoria Huang

arxiv:2209.14488 v2 · 2022-09-29 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D57TLX5ZHME3FIQMBQAPODU74X}

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

Ensemble Elastic DQN: A Step Dependent Ensemble Approach for Reducing Overestimation in Deep Value-Based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:06:28.820867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f7f35dfb93b09b2a20c0c00f70e9fe5dcf130c0d57ab86c94211518c8dac26a

Aliases

arxiv: 2209.14488 · arxiv_version: 2209.14488v2 · doi: 10.48550/arxiv.2209.14488 · pith_short_12: D57TLX5ZHME3 · pith_short_16: D57TLX5ZHME3FIQM · pith_short_8: D57TLX5Z

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/D57TLX5ZHME3FIQMBQAPODU74X \
  | 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: 1f7f35dfb93b09b2a20c0c00f70e9fe5dcf130c0d57ab86c94211518c8dac26a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9696696ee555c7ecbd9576f2b68195378b76cdb17790d5d146f11a141fa52ca8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-29T00:42:44Z",
    "title_canon_sha256": "09b394dc4fa1e3667a4be0acc2ba8682935befb9138dba4abf29c3057316f708"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14488",
    "kind": "arxiv",
    "version": 2
  }
}