Pith Number

pith:JNEI3DT3

pith:2023:JNEI3DT3ZZQQUOVKDRRSB72QRO

not attested not anchored not stored refs pending

Prompt-Tuning Decision Transformer with Preference Ranking

Dacheng Tao, Li Shen, Shengchao Hu, Ya Zhang

arxiv:2305.09648 v1 · 2023-05-16 · 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{JNEI3DT3ZZQQUOVKDRRSB72QRO}

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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

Prompt-Tuning Bandits: Enabling Few-Shot Generalization for Efficient Multi-Task Offline RL

Receipt and verification

First computed	2026-07-05T06:10:50.318477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b488d8e7bce610a3aaa1c6320ff508bbaf9eb42efbad718435a0e06bc3856a1

Aliases

arxiv: 2305.09648 · arxiv_version: 2305.09648v1 · doi: 10.48550/arxiv.2305.09648 · pith_short_12: JNEI3DT3ZZQQ · pith_short_16: JNEI3DT3ZZQQUOVK · pith_short_8: JNEI3DT3

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/JNEI3DT3ZZQQUOVKDRRSB72QRO \
  | 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: 4b488d8e7bce610a3aaa1c6320ff508bbaf9eb42efbad718435a0e06bc3856a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2a6041f44ee9b3ef77d59526da2fcd795780787e4b123049ed832eea8d94554",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-16T17:49:04Z",
    "title_canon_sha256": "bebf024c4a6ea1a9c23a517cea0d20a97e5298202502f286ee8002cd91f58a42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09648",
    "kind": "arxiv",
    "version": 1
  }
}