Pith Number

pith:Y4WW5VXL

pith:2023:Y4WW5VXL443A4KHU3C3SF44CCU

not attested not anchored not stored refs pending

AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning

A\"aron van den Oord, Aja Huang, Caglar Gulcehre, Daniel Toyama, David Choi, Igor Babuschkin, Julian Schrittwieser, Konrad \.Zo{\l}na, Mahyar Bordbar, Micha\"el Mathieu, Nando de Freitas, Oriol Vinyals, Petko Georgiev, Ray Jiang, Richard Powell, Roman Ring, Sarah Henderson, Sergio G\'omez Colmenarejo, Shangtong Zhang, Sherjil Ozair, Srivatsan Srinivasan, Timo Ewalds, Tom Le Paine, Wojciech Marian Czarnecki

arxiv:2308.03526 v1 · 2023-08-07 · 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{Y4WW5VXL443A4KHU3C3SF44CCU}

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

7 papers in Pith

Play Like Champions: Counterfactual Feedback Generation in Latent Space

Parametric Open Source Games

SOPE: Stabilizing Off-Policy Evaluation for Online RL with Prior Data

Beyond Linear Attention: Softmax Transformers Implement In-Context Reinforcement Learning

SOPE: Stabilizing Off-Policy Evaluation for Online RL with Prior Data

Receipt and verification

First computed	2026-07-05T06:38:18.296537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c72d6ed6ebe7360e28f4d8b722f3821511f2963404403b5b7fcd05301023dcdd

Aliases

arxiv: 2308.03526 · arxiv_version: 2308.03526v1 · doi: 10.48550/arxiv.2308.03526 · pith_short_12: Y4WW5VXL443A · pith_short_16: Y4WW5VXL443A4KHU · pith_short_8: Y4WW5VXL

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/Y4WW5VXL443A4KHU3C3SF44CCU \
  | 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: c72d6ed6ebe7360e28f4d8b722f3821511f2963404403b5b7fcd05301023dcdd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ca2baee958f7ba82ea97867816e2776775b92a949e4300fef7208b896bde73e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-07T12:21:37Z",
    "title_canon_sha256": "564f00083a80b6ad96afba13da493913d23d4062c16623320e1399abdedb3360"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03526",
    "kind": "arxiv",
    "version": 1
  }
}