Pith Number

pith:MPCYRWST

pith:2025:MPCYRWSTWLRMZNFY4EAOIBDZSK

not attested not anchored not stored refs pending

Agentic Software Issue Resolution with Large Language Models: A Survey

David Lo, Zhonghao Jiang, Zhongxin Liu

arxiv:2512.22256 v2 · 2025-12-24 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MPCYRWSTWLRMZNFY4EAOIBDZSK}

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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

7 papers in Pith

Beyond Textual Repository Exploration: Dual-Modal Structural Reasoning for Agentic Issue Resolution

Names Are All You Need: Effective and Safe Regression Test Selection for Python

"Refactoring Runaway": Understanding and Mitigating Tangled Refactorings in Coding Agents for Issue Resolution

Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development

Learning When to Remember: Risk-Sensitive Contextual Bandits for Abstention-Aware Memory Retrieval in LLM-Based Coding Agents

Receipt and verification

First computed	2026-08-07T00:45:32.586167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63c588da53b2e2ccb4b8e100e4047992b2cfde53e3156f5ad12284f484b713f2

Aliases

arxiv: 2512.22256 · arxiv_version: 2512.22256v2 · doi: 10.48550/arxiv.2512.22256 · pith_short_12: MPCYRWSTWLRM · pith_short_16: MPCYRWSTWLRMZNFY · pith_short_8: MPCYRWST

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/MPCYRWSTWLRMZNFY4EAOIBDZSK \
  | 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: 63c588da53b2e2ccb4b8e100e4047992b2cfde53e3156f5ad12284f484b713f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cce7d97dc4bac51a6fc2dc880478569ec6507d0d1184ad61b7200ff105ce31bb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-12-24T08:05:10Z",
    "title_canon_sha256": "f0dc0bf8aa413f70a26516a6c8250dfcfefa6cb7a8249c083ac064250033d6f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.22256",
    "kind": "arxiv",
    "version": 2
  }
}