Pith Number

pith:KTYVPIZ4

pith:2024:KTYVPIZ4M374ZICWPK67MSGEBE

not attested not anchored not stored refs pending

Scattered Forest Search: Smarter Code Space Exploration with LLMs

Haifeng Chen, Jonathan Light, Wei Cheng, Wenchao Yu, Xujiang Zhao, Yanchi Liu, Yiyou Sun, Yue Wu, Ziniu Hu

arxiv:2411.05010 v2 · 2024-10-22 · cs.SE · cs.AI · 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{KTYVPIZ4M374ZICWPK67MSGEBE}

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

2 papers in Pith

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

AdaExplore: Failure-Driven Adaptation and Diversity-Preserving Search for Efficient Kernel Generation

Receipt and verification

First computed	2026-07-05T10:19:30.817928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54f157a33c66ffcca0567abdf648c4093ff34a67d1d5fb09048b5fd1022e9c3a

Aliases

arxiv: 2411.05010 · arxiv_version: 2411.05010v2 · doi: 10.48550/arxiv.2411.05010 · pith_short_12: KTYVPIZ4M374 · pith_short_16: KTYVPIZ4M374ZICW · pith_short_8: KTYVPIZ4

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/KTYVPIZ4M374ZICWPK67MSGEBE \
  | 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: 54f157a33c66ffcca0567abdf648c4093ff34a67d1d5fb09048b5fd1022e9c3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f331d600cc58260a813bd1a479e63d8b956f313b5f40c88d23ff7850fb492a2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-22T01:58:29Z",
    "title_canon_sha256": "0a3304d1ad64302ef73faf72970c403ccb46c6fe4d7bf1a95e227935222f0758"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05010",
    "kind": "arxiv",
    "version": 2
  }
}