Pith Number

pith:PHDLNRYI

pith:2022:PHDLNRYIW7QMJ67CQGWD74P3XZ

not attested not anchored not stored refs pending

Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch Size

Alexander Nikulin, Denis Tarasov, Dmitry Akimov, Sergey Kolesnikov, Vladislav Kurenkov

arxiv:2211.11092 v2 · 2022-11-20 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PHDLNRYIW7QMJ67CQGWD74P3XZ}

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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

Some Essential Constructive Foundations for Systems and Control

AdamO: A Collapse-Suppressed Optimizer for Offline RL

Receipt and verification

First computed	2026-07-05T05:36:51.155753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79c6b6c708b7e0c4fbe281ac3ff1fbbe6a8f22a68e22ff6f917ddd3c17e750e5

Aliases

arxiv: 2211.11092 · arxiv_version: 2211.11092v2 · doi: 10.48550/arxiv.2211.11092 · pith_short_12: PHDLNRYIW7QM · pith_short_16: PHDLNRYIW7QMJ67C · pith_short_8: PHDLNRYI

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/PHDLNRYIW7QMJ67CQGWD74P3XZ \
  | 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: 79c6b6c708b7e0c4fbe281ac3ff1fbbe6a8f22a68e22ff6f917ddd3c17e750e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8105126d22dc92eab5119a5e4a9e0070c80f786ef2a03c73a320fdab79412b8d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-20T21:48:25Z",
    "title_canon_sha256": "d74a4b78303942bbda261db9826f04ebc1c8fcac610aad3519fc5b2135e3640a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11092",
    "kind": "arxiv",
    "version": 2
  }
}