Pith Number

pith:MLLLAUXZ

pith:2024:MLLLAUXZLP2CZTKXA7XJ4BCDRY

not attested not anchored not stored refs pending

SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement

Albert \"Orwall, Anirudh Goyal, Antonis Antoniades, Kexun Zhang, William Wang, Yuxi Xie

arxiv:2410.20285 v6 · 2024-10-26 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MLLLAUXZLP2CZTKXA7XJ4BCDRY}

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

15 papers in Pith

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

A Single Patch Is Not Enough: Deterministic Fusion of Repair Candidates

LLM Agents Can See Code Repositories

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning

Code as Agent Harness

Receipt and verification

First computed	2026-07-05T10:43:02.752619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62d6b052f95bf42ccd5707ee9e04438e0ab374b2b65c32831b521720569b06ba

Aliases

arxiv: 2410.20285 · arxiv_version: 2410.20285v6 · doi: 10.48550/arxiv.2410.20285 · pith_short_12: MLLLAUXZLP2C · pith_short_16: MLLLAUXZLP2CZTKX · pith_short_8: MLLLAUXZ

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/MLLLAUXZLP2CZTKXA7XJ4BCDRY \
  | 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: 62d6b052f95bf42ccd5707ee9e04438e0ab374b2b65c32831b521720569b06ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e034ca7ecc182dba9e4e16ffc242fe9a5f023b1203d4ebd1c954a57d56e4ed89",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-26T22:45:56Z",
    "title_canon_sha256": "066762ec829ac95ca7f34360664db63471268bea6f9f0c2da0e7d29863c2b562"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20285",
    "kind": "arxiv",
    "version": 6
  }
}