Pith Number

pith:KJ7ZU2OJ

pith:2025:KJ7ZU2OJ62XNSL5HWGKO7BEFFK

not attested not anchored not stored refs pending

Meta-Prompt Optimization for LLM-Based Sequential Decision Making

Mingze Kong, Yao Shu, Zhiyong Wang, Zhongxiang Dai

arxiv:2502.00728 v1 · 2025-02-02 · 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{KJ7ZU2OJ62XNSL5HWGKO7BEFFK}

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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

ALSO: Adversarial Online Strategy Optimization for Social Agents

Receipt and verification

First computed	2026-07-05T10:08:37.815517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

527f9a69c9f6aed92fa7b194ef84852ab86a7039458033eb551391e035a6150f

Aliases

arxiv: 2502.00728 · arxiv_version: 2502.00728v1 · doi: 10.48550/arxiv.2502.00728 · pith_short_12: KJ7ZU2OJ62XN · pith_short_16: KJ7ZU2OJ62XNSL5H · pith_short_8: KJ7ZU2OJ

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/KJ7ZU2OJ62XNSL5HWGKO7BEFFK \
  | 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: 527f9a69c9f6aed92fa7b194ef84852ab86a7039458033eb551391e035a6150f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0baa9238b792d9636e43af4ee7fc3d7dd5e814b373f47c0acbfc7262cfe7cc02",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T09:22:39Z",
    "title_canon_sha256": "1cb6e671c818d0b61536f0b5d79b788a0a58b9972247a60715f8589ff4c5c957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00728",
    "kind": "arxiv",
    "version": 1
  }
}