Pith Number

pith:EJ5SP3RV

pith:2024:EJ5SP3RVRAT7EORMHNDQG2UDCU

not attested not anchored not stored refs pending

Efficient Prompt Optimization Through the Lens of Best Arm Identification

Chengshuai Shi, Cong Shen, Jing Yang, Jundong Li, Kun Yang, Zihan Chen

arxiv:2402.09723 v3 · 2024-02-15 · stat.ML · cs.AI · cs.CL · 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{EJ5SP3RVRAT7EORMHNDQG2UDCU}

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

3 papers in Pith

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Theory Under Construction: Orchestrating Language Models for Research Software Where the Specification Evolves

Memory in the Age of AI Agents

Receipt and verification

First computed	2026-07-05T08:25:31.957295Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

227b27ee358827f23a2c3b47036a83152235c122e70e61c11bd45c064986f04b

Aliases

arxiv: 2402.09723 · arxiv_version: 2402.09723v3 · doi: 10.48550/arxiv.2402.09723 · pith_short_12: EJ5SP3RVRAT7 · pith_short_16: EJ5SP3RVRAT7EORM · pith_short_8: EJ5SP3RV

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/EJ5SP3RVRAT7EORMHNDQG2UDCU \
  | 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: 227b27ee358827f23a2c3b47036a83152235c122e70e61c11bd45c064986f04b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49fe9c6ed56c87fc33092043e44ed51fba2d2b31464511cd810533ba5d0d12ef",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-15T05:31:13Z",
    "title_canon_sha256": "ed0b525f3547ebbbd494bda16c88fe4202c20b2dc4fc4273b148557b3f696ce1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09723",
    "kind": "arxiv",
    "version": 3
  }
}