Pith Number

pith:IVBQXHCC

pith:2024:IVBQXHCCRWNVIZIE3JBCYYTXMI

not attested not anchored not stored refs pending

Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search

Guanzhi Wang, Jonathan Light, Min Cai, Wei Cheng, Weiqin Chen, Xiusi Chen, Yisong Yue, Ziniu Hu

arxiv:2408.10635 v3 · 2024-08-20 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IVBQXHCCRWNVIZIE3JBCYYTXMI}

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.

Receipt and verification

First computed	2026-07-05T11:44:40.463265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45430b9c428d9b546504da422c6277620d82e573af60196009e3a125cb7feec1

Aliases

arxiv: 2408.10635 · arxiv_version: 2408.10635v3 · doi: 10.48550/arxiv.2408.10635 · pith_short_12: IVBQXHCCRWNV · pith_short_16: IVBQXHCCRWNVIZIE · pith_short_8: IVBQXHCC

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/IVBQXHCCRWNVIZIE3JBCYYTXMI \
  | 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: 45430b9c428d9b546504da422c6277620d82e573af60196009e3a125cb7feec1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44eab2c241a2462ae8c64c0c47acad9d789f02461bc517ba48a40a039329fdb9",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-20T08:22:04Z",
    "title_canon_sha256": "f936888df11caae452ae641c2e0024ba0a646c0b79227f55246e5d01d3afdd43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10635",
    "kind": "arxiv",
    "version": 3
  }
}