Pith Number

pith:NZU7AHWC

pith:2022:NZU7AHWCFUB7T5FYPK5T3DFA4F

not attested not anchored not stored refs pending

Bootstrapped Transformer for Offline Reinforcement Learning

Dongsheng Li, Hanye Zhao, Kan Ren, Kerong Wang, Weinan Zhang, Xufang Luo

arxiv:2206.08569 v2 · 2022-06-17 · 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{NZU7AHWCFUB7T5FYPK5T3DFA4F}

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

Decision Flow Policy Optimization

Receipt and verification

First computed	2026-07-05T05:07:46.149026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e69f01ec22d03f9f4b87abb3d8ca0e1668662704ffb127f5d54ffcd2e3ba5cb

Aliases

arxiv: 2206.08569 · arxiv_version: 2206.08569v2 · doi: 10.48550/arxiv.2206.08569 · pith_short_12: NZU7AHWCFUB7 · pith_short_16: NZU7AHWCFUB7T5FY · pith_short_8: NZU7AHWC

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/NZU7AHWCFUB7T5FYPK5T3DFA4F \
  | 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: 6e69f01ec22d03f9f4b87abb3d8ca0e1668662704ffb127f5d54ffcd2e3ba5cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24743518503c1317ff3582b704ee39b56ad6f357590253b157b8e2a2c4cd1e20",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-17T05:57:47Z",
    "title_canon_sha256": "0bd1c4d9fc5656930cc3ddc5a3ddef3d458d3b6e3963c4eb7f63d82b8df07dc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.08569",
    "kind": "arxiv",
    "version": 2
  }
}