Pith Number

pith:YOGCNHQB

pith:2021:YOGCNHQBK3Y7JNH2WN4LLP2ACK

not attested not anchored not stored refs pending

Aggressive Q-Learning with Ensembles: Achieving Both High Sample Efficiency and High Asymptotic Performance

Che Wang, Keith W. Ross, Xinyue Chen, Yanqiu Wu, Yiming Zhang

arxiv:2111.09159 v3 · 2021-11-17 · 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{YOGCNHQBK3Y7JNH2WN4LLP2ACK}

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

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

Receipt and verification

First computed	2026-07-05T05:16:49.655388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c38c269e0156f1f4b4fab378b5bf4012b34c365d2686ffdc38bb3b81c4025ba9

Aliases

arxiv: 2111.09159 · arxiv_version: 2111.09159v3 · doi: 10.48550/arxiv.2111.09159 · pith_short_12: YOGCNHQBK3Y7 · pith_short_16: YOGCNHQBK3Y7JNH2 · pith_short_8: YOGCNHQB

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/YOGCNHQBK3Y7JNH2WN4LLP2ACK \
  | 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: c38c269e0156f1f4b4fab378b5bf4012b34c365d2686ffdc38bb3b81c4025ba9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "122ccf4661d5a773ff62987e60c4c9041808f338b7bb58d031103fcb10c6e7f6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-17T14:48:52Z",
    "title_canon_sha256": "43c4fa06d0dc4dd0406e3631aeda074872e381b29cb490be3350a5853c9b8260"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.09159",
    "kind": "arxiv",
    "version": 3
  }
}