Paper Citation Record · LEDGER

From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 45 inbound Pith citation observations for arXiv:2408.02479.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2408.02479 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 45 of 45 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:24:12.735015Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

18
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation cbb35bf0-e43e-4ac8-849d-af39b809ce2e · inbound

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap cites this paper.

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-23T19:08:20.742760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e173bd28-bb73-4ccd-9a30-7480c6de7e21 · inbound

Towards Advancing Code Generation with Large Language Models: A Research Roadmap cites this paper.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.735015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e6413b7-9436-4e41-98f9-e7edef48e5f7 · inbound

Enabling Autonomic Microservice Management through Self-Learning Agents cites this paper.

Enabling Autonomic Microservice Management through Self-Learning Agents From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T21:32:45.930525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a247a6cc-42eb-4a62-b976-1aa55ffddfeb · inbound

Beyond Final Code: A Process-Oriented Error Analysis of Software Development Agents in Real-World GitHub Scenarios cites this paper.

Beyond Final Code: A Process-Oriented Error Analysis of Software Development Agents in Real-World GitHub Scenarios From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:52:19.416377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff5e67ae-65e8-4b06-bf1a-acc4e512e474 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:57:38.282333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f1ee7180-cc92-49da-9b40-6616f15bc654 · inbound

AutoData: A Multi-Agent System for Open Web Data Collection cites this paper.

AutoData: A Multi-Agent System for Open Web Data Collection From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:27:46.092115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95ad7dbe-827e-49cb-ac9f-c63c49a64d98 · inbound

LLM-Powered AI Agent Systems and Their Applications in Industry cites this paper.

LLM-Powered AI Agent Systems and Their Applications in Industry From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:06:37.906779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f68e9ea-7bcb-43db-9439-a2392c0049cd · inbound

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI cites this paper.

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 187

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:49.410650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 913dbd2a-01f7-419f-a6e2-ccb954ec6b05 · inbound

CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking cites this paper.

CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T10:57:22.062726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc94e9eb-3a01-4c73-bd7e-4023fe323005 · inbound

Augmenting the Generality and Performance of Large Language Models for Software Engineering cites this paper.

Augmenting the Generality and Performance of Large Language Models for Software Engineering From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:07.035785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7087a05a-5fd2-49a6-a825-e91f1f910736 · inbound

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback cites this paper.

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-19T08:37:11.681953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97326b02-7ed5-4e50-893f-3bacf69d6168 · inbound

On the Surprising Efficacy of LLMs for Penetration-Testing cites this paper.

On the Surprising Efficacy of LLMs for Penetration-Testing From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:06.520524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c3f2ed-89fe-47c9-a5d5-d4428bf49840 · inbound

Evaluating the Effectiveness of Large Language Models in Solving Simple Programming Tasks: A User-Centered Study cites this paper.

Evaluating the Effectiveness of Large Language Models in Solving Simple Programming Tasks: A User-Centered Study From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:59:18.700311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d788c2ea-fc3b-40fd-8fc7-12d59e7b5b8a · inbound

LLM-Driven Collaborative Model for Untangling Commits via Explicit and Implicit Dependency Reasoning cites this paper.

LLM-Driven Collaborative Model for Untangling Commits via Explicit and Implicit Dependency Reasoning From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:17:59.384588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a8010fe-6f59-45d3-8041-e3ea31c0924e · inbound

CrossPL: Evaluating Large Language Models on Cross Programming Language Code Generation cites this paper.

CrossPL: Evaluating Large Language Models on Cross Programming Language Code Generation From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:34.833478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1f17daf-65b2-4b52-8308-31d8609b1380 · inbound

Robot builds a robot's brain: AI generated drone command and control station hosted in the sky cites this paper.

Robot builds a robot's brain: AI generated drone command and control station hosted in the sky From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T04:51:21.279770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea13bd6-07b9-478d-a4f0-f61c7b4a1846 · inbound

GPL-SLAM: A Laser SLAM Framework with Gaussian Process Based Extended Landmarks cites this paper.

GPL-SLAM: A Laser SLAM Framework with Gaussian Process Based Extended Landmarks From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T17:18:28.760190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ed64db-93b7-4de4-87e6-8ff85c608f3d · inbound

Cognitive Agents Powered by Large Language Models for Agile Software Project Management cites this paper.

Cognitive Agents Powered by Large Language Models for Agile Software Project Management From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T17:59:25.785163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5c54b77-de08-4956-918d-7ab973c88324 · inbound

Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms cites this paper.

Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T17:19:00.736490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c262cc1-d652-40e4-b291-f4f74bbfc0ba · inbound

A Survey: Towards Privacy and Security in Mobile Large Language Models cites this paper.

A Survey: Towards Privacy and Security in Mobile Large Language Models From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:14.045426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b660b85-41c4-400d-b500-36d87697a283 · inbound

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences cites this paper.

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-18T16:41:37.960665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8d75d27-e4a9-48ac-b5f9-918271c54444 · inbound

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences cites this paper.

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T16:41:37.384238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfb59a0c-a5a7-40af-a86d-098f293f7559 · inbound

LLM-Powered Detection of Price Manipulation in DeFi cites this paper.

LLM-Powered Detection of Price Manipulation in DeFi From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:10:54.362094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7b9726e1-8388-4202-8068-e237026231c9 · inbound

ABTest: Behavior-Driven Testing for AI Coding Agents cites this paper.

ABTest: Behavior-Driven Testing for AI Coding Agents From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:38:07.192543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 54252c63-d517-40c5-ad45-aa04a212f795 · inbound

Fairness in Multi-Agent Systems for Software Engineering: An SDLC-Oriented Rapid Review cites this paper.

Fairness in Multi-Agent Systems for Software Engineering: An SDLC-Oriented Rapid Review From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:26:00.886354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 752b432e-7825-451c-83d3-f2e765b75145 · inbound

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review cites this paper.

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:56:33.830933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 760350d9-8312-4b4a-b576-01909b69bf37 · inbound

Foundation-Model-Based Agents in Industrial Automation: Purposes, Capabilities, and Open Challenges cites this paper.

Foundation-Model-Based Agents in Industrial Automation: Purposes, Capabilities, and Open Challenges From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:50:42.054341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39c8f7dc-dc3c-4ca5-9bd1-c8da6100c119 · inbound

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code cites this paper.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:19:23.656006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4f90417-9eee-45c2-9371-4671cb6ff4a8 · inbound

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code cites this paper.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T05:12:30.851409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5328baaf-9f62-439d-b98a-93d02f6b5ecd · inbound

A-ProS: Towards Reliable Autonomous Programming Through Multi-Model Feedback cites this paper.

A-ProS: Towards Reliable Autonomous Programming Through Multi-Model Feedback From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:23:10.531066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bcfad427-24d2-4ac0-9c09-1e6a7f4ba975 · inbound

"Refactoring Runaway": Understanding and Mitigating Tangled Refactorings in Coding Agents for Issue Resolution cites this paper.

"Refactoring Runaway": Understanding and Mitigating Tangled Refactorings in Coding Agents for Issue Resolution From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-22T04:01:01.556173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be6032ea-0ae1-476f-86e3-3d10aa4b6cc1 · inbound

GRAIL: AI translation for scientists application workflow on satellite data cites this paper.

GRAIL: AI translation for scientists application workflow on satellite data From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:54:40.108913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60bc0bee-92c0-4c0f-8f39-55aca37171dd · inbound

From Prompt to Process: a Process Taxonomy and Comparative Assessment of Frameworks Supporting AI Software Development Agents cites this paper.

From Prompt to Process: a Process Taxonomy and Comparative Assessment of Frameworks Supporting AI Software Development Agents From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-28T05:21:40.144601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9503cda0-28cb-4a26-88df-ab533f7a6a0b · inbound

Understanding How Enterprises Adopt the Model Context Protocol for LLM-Driven Software Engineering cites this paper.

Understanding How Enterprises Adopt the Model Context Protocol for LLM-Driven Software Engineering From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T02:37:34.623081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8cf9c209-b808-4376-aad0-2d6f5b615020 · inbound

Qiskit Code Migration with LLMs cites this paper.

Qiskit Code Migration with LLMs From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 148

Resolution: verified exact; arxiv_id, observed 2026-06-26T16:29:35.517674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c3fb3853-0c32-49c4-aacf-48a7140b6f0a · inbound

FirmCure:Towards Autonomous and Adaptive Rehosting of Linux-Based Firmware cites this paper.

FirmCure:Towards Autonomous and Adaptive Rehosting of Linux-Based Firmware From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:00:00.445380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a584bc23-2407-4f25-88f9-d3746c67a21c · inbound

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization cites this paper.

HiLSVA: Design and Evaluation of a Human-in-the-Loop Agentic System for Scientific Visualization From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T10:06:43.724088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c03f5ee-0cf3-46fc-9ff4-43b7ea9aa74c · inbound

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study cites this paper.

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T08:45:10.761935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22442042-a740-439d-9f3a-bc0e0bd63766 · inbound

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study cites this paper.

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T07:09:29.275715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 962d5695-ac69-4ca1-a7d5-0c3e8670e724 · inbound

Bridging Behavior and Implementation: Automated Java Glue Code Generation for Behavior-Driven Development cites this paper.

Bridging Behavior and Implementation: Automated Java Glue Code Generation for Behavior-Driven Development From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T12:00:24.400709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7c57eba-9c7c-466a-8506-9e423bd8e554 · inbound

Industrial Practice of LLM-Based Test Case Carving and Assertion Generation (Experience Paper) cites this paper.

Industrial Practice of LLM-Based Test Case Carving and Assertion Generation (Experience Paper) From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T23:23:45.151925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc94719-be24-48df-946c-a71a9278909a · inbound

Industrial Practice of LLM-Based Test Case Carving and Assertion Generation (Experience Paper) cites this paper.

Industrial Practice of LLM-Based Test Case Carving and Assertion Generation (Experience Paper) From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T01:34:39.018600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4dddbd8-45eb-430a-8eae-8dcbdc5e5ad2 · inbound

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability cites this paper.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:54:57.934441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dfdf609-afbc-4f2c-a11d-7d5e6f9613d6 · inbound

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability cites this paper.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T04:24:56.455835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b1f2c14-9151-43ab-bbf6-bc47a76ad8bf · inbound

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports cites this paper.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T19:02:40.571286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.