Pith Number

pith:KUM6WWZ7

pith:2022:KUM6WWZ7LMAEKZ6BGKLHC4BAW6

not attested not anchored not stored refs pending

Prompting Decision Transformer for Few-Shot Policy Generalization

Chuang Gan, Ding Zhao, Joshua B. Tenenbaum, Mengdi Xu, Shun Zhang, Yikang Shen, Yuchen Lu

arxiv:2206.13499 v1 · 2022-06-27 · cs.LG · cs.AI · cs.CV · 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{KUM6WWZ7LMAEKZ6BGKLHC4BAW6}

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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

1 paper in Pith

Learning to Ask: Decision Transformers for Adaptive Quantitative Group Testing

Receipt and verification

First computed	2026-07-05T04:35:07.343359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5519eb5b3f5b004567c13296717020b7b7d5a1b9f3fde1a915c1a89834ec87ff

Aliases

arxiv: 2206.13499 · arxiv_version: 2206.13499v1 · doi: 10.48550/arxiv.2206.13499 · pith_short_12: KUM6WWZ7LMAE · pith_short_16: KUM6WWZ7LMAEKZ6B · pith_short_8: KUM6WWZ7

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/KUM6WWZ7LMAEKZ6BGKLHC4BAW6 \
  | 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: 5519eb5b3f5b004567c13296717020b7b7d5a1b9f3fde1a915c1a89834ec87ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ad9edac86156ff77cd61d92b029d51547dfd97416af99e030d44995a8176062",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-27T17:59:17Z",
    "title_canon_sha256": "7edb08ac36cb6150e7b6c3562f2bc699e867e5f5e0e47d7884c8d4a2bb985995"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.13499",
    "kind": "arxiv",
    "version": 1
  }
}