Pith Number

pith:CYQQSTDB

pith:2023:CYQQSTDBMMU2CKAA2OMDDWQQ4D

not attested not anchored not stored refs pending

ENOTO: Improving Offline-to-Online Reinforcement Learning with Q-Ensembles

Jianye Hao, Jinyi Liu, Kai Zhao, Yan Zheng, Yi Ma, Zhaopeng Meng

arxiv:2306.06871 v4 · 2023-06-12 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYQQSTDBMMU2CKAA2OMDDWQQ4D}

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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

2 papers in Pith

RankQ: Offline-to-Online Reinforcement Learning via Self-Supervised Action Ranking

Receipt and verification

First computed	2026-07-05T08:46:17.379311Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1621094c616329a12800d39831da10e0e98bbebe53b81dffd0c9e66e0b39eb6b

Aliases

arxiv: 2306.06871 · arxiv_version: 2306.06871v4 · doi: 10.48550/arxiv.2306.06871 · pith_short_12: CYQQSTDBMMU2 · pith_short_16: CYQQSTDBMMU2CKAA · pith_short_8: CYQQSTDB

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/CYQQSTDBMMU2CKAA2OMDDWQQ4D \
  | 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: 1621094c616329a12800d39831da10e0e98bbebe53b81dffd0c9e66e0b39eb6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b168c08b544eacbc8b5a8d4d18e0d3c802f3e93a772fb769be722cb48db5eee0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T05:10:10Z",
    "title_canon_sha256": "6c732d0dca417b6137233019b3c0199d57e5a6c05e3aedc67b50c4a95e61bb7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06871",
    "kind": "arxiv",
    "version": 4
  }
}