Pith Number

pith:3ZKS6EQ3

pith:2022:3ZKS6EQ343LUACZ4JYGHYBVQ2Q

not attested not anchored not stored refs pending

Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble

Dongsheng Li, Jiang Bian, Kan Ren, Minghuan Liu, Weinan Zhang, Weiqing Liu, Xufang Luo, Zhengyu Yang

arxiv:2205.09284 v1 · 2022-05-19 · 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{3ZKS6EQ343LUACZ4JYGHYBVQ2Q}

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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

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies

Receipt and verification

First computed	2026-07-05T04:24:43.017310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de552f121be6d7400b3c4e0c7c06b0d438486644e004e86eb6cb51f3b5657b47

Aliases

arxiv: 2205.09284 · arxiv_version: 2205.09284v1 · doi: 10.48550/arxiv.2205.09284 · pith_short_12: 3ZKS6EQ343LU · pith_short_16: 3ZKS6EQ343LUACZ4 · pith_short_8: 3ZKS6EQ3

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/3ZKS6EQ343LUACZ4JYGHYBVQ2Q \
  | 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: de552f121be6d7400b3c4e0c7c06b0d438486644e004e86eb6cb51f3b5657b47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34a1ba06f050b190076d3eb5d76ca989251aa4b57742d65a8f1197ff428a25cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-19T02:25:32Z",
    "title_canon_sha256": "e5f6f6c4d44980c57ea119bc85bfb7f8dc903a22319ea7b899742610b2bfa29e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.09284",
    "kind": "arxiv",
    "version": 1
  }
}