Pith. sign in
Pith Number

pith:GCQDM5WN

pith:2025:GCQDM5WNIMHJDDQDCCV5ESKUR3
not attested not anchored not stored refs pending

RAD: Retrieval High-quality Demonstrations to Enhance Decision-making

Lichang Song, Lu Guo, Qifan Liang, Ting Long, Weinan Zhang, Yi Chang, Yixiang Shan, Zhengbang Zhu

arxiv:2507.15356 v1 · 2025-07-21 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GCQDM5WNIMHJDDQDCCV5ESKUR3}

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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.
Receipt and verification
First computed 2026-07-05T11:40:23.262173Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

30a03676cd430e918e0310abd249548ed78ac2343fb75c3db494f20f31c56dfa

Aliases

arxiv: 2507.15356 · arxiv_version: 2507.15356v1 · doi: 10.48550/arxiv.2507.15356 · pith_short_12: GCQDM5WNIMHJ · pith_short_16: GCQDM5WNIMHJDDQD · pith_short_8: GCQDM5WN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GCQDM5WNIMHJDDQDCCV5ESKUR3 \
  | 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: 30a03676cd430e918e0310abd249548ed78ac2343fb75c3db494f20f31c56dfa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0341fbe98414d335b0167fb8b9f1bfbf102bc1c1cfa470768fef594f8420b897",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-21T08:08:18Z",
    "title_canon_sha256": "aa6f6e04d83f0550a2fcce8abee224457917bac413aa3a564a9e0f05c6ba7048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15356",
    "kind": "arxiv",
    "version": 1
  }
}