Pith Number

pith:22VQNQKP

pith:2024:22VQNQKP5GPBNQKFARD2Y4AQPF

not attested not anchored not stored refs pending

WESE: Weak Exploration to Strong Exploitation for LLM Agents

Defu Lian, Enhong Chen, Ruiming Tang, Weiwen Liu, Xiaolong Chen, Xingmei Wang, Xu Huang, Yasheng Wang

arxiv:2404.07456 v1 · 2024-04-11 · cs.AI · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{22VQNQKP5GPBNQKFARD2Y4AQPF}

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

1 paper in Pith

CA-SQL: Complexity-Aware Inference Time Reasoning for Text-to-SQL via Exploration and Compute Budget Allocation

Receipt and verification

First computed	2026-07-05T08:06:53.215122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6ab06c14fe99e16c1450447ac70107948b50de356ca55d82c90c165f28722eb

Aliases

arxiv: 2404.07456 · arxiv_version: 2404.07456v1 · doi: 10.48550/arxiv.2404.07456 · pith_short_12: 22VQNQKP5GPB · pith_short_16: 22VQNQKP5GPBNQKF · pith_short_8: 22VQNQKP

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/22VQNQKP5GPBNQKFARD2Y4AQPF \
  | 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: d6ab06c14fe99e16c1450447ac70107948b50de356ca55d82c90c165f28722eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bb7c3f306863d3602bbf421fda7e538ee6b7fc258581bebcca64608f0c2218e",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-11T03:31:54Z",
    "title_canon_sha256": "78b78237c9b054b068e4903def5a1f8d9f93389b13768e4974503fee4f01c01f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07456",
    "kind": "arxiv",
    "version": 1
  }
}