Pith Number

pith:GJNBHNBE

pith:2022:GJNBHNBEBNYJ7GIJHM7UZAGO65

not attested not anchored not stored refs pending

Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL

Ahmed Khalil, Raul Santos-Rodriguez (Intelligent System Laboratory, Taku Yamagata, University of Bristol)

arxiv:2209.03993 v4 · 2022-09-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GJNBHNBEBNYJ7GIJHM7UZAGO65}

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

From Bootstrapping to Sequence Modeling: A Unified Generative Framework for Personalized Landing-Page Modeling

Receipt and verification

First computed	2026-07-05T06:13:53.032836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

325a13b4240b709f99093b3f4c80cef77fce0a7d99e08a8294a8091abb499b76

Aliases

arxiv: 2209.03993 · arxiv_version: 2209.03993v4 · doi: 10.48550/arxiv.2209.03993 · pith_short_12: GJNBHNBEBNYJ · pith_short_16: GJNBHNBEBNYJ7GIJ · pith_short_8: GJNBHNBE

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/GJNBHNBEBNYJ7GIJHM7UZAGO65 \
  | 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: 325a13b4240b709f99093b3f4c80cef77fce0a7d99e08a8294a8091abb499b76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae70f9f0938cdf32a030693140b9c948f8e4c88ea7aa39307895612ee4a6cd59",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-08T18:26:39Z",
    "title_canon_sha256": "1673183cf6ea470db99932bd71b4112edc9874e6cf6e0ff50ce1ce8fb42f4634"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.03993",
    "kind": "arxiv",
    "version": 4
  }
}