A Tool-Augmented, GPT-4 Chatbot for Real-Time Repository Data Analysis
为解决非技术用户难以访问软件仓库数据的问题，本文提出一种基于GPT-4的聊天机器人架构，通过解析查询、选择工具和生成详细回应来提高数据可访问性和分析准确性。
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Representative Papers
CircuitLM: A Multi-Agent LLM-Aided Design Framework for Generating Circuit Schematics from Natural Language Prompts
This work addresses the challenges of deploying natural language–to–circuit diagram generation, which often suffers from hallucinated details, violations of electrical constraints, and non-machine-readable outputs. The authors propose a multi-agent LLM-assisted design framework that translates natural language instructions into structured, verifiable circuit schematics through a five-stage pipeline: component identification, pin retrieval, expert reasoning, JSON synthesis, and SVG visualization. Integrating an embedded component knowledge base, chain-of-thought reasoning, and the CircuitJSON format, the method introduces a novel dual-metric circuit verification (DMCV) mechanism to guarantee both electrical and topological correctness. Experimental evaluation on 100 embedded-system prompts demonstrates strong performance in microcontroller-related designs, enabling reliable translation from natural language to high-fidelity, deployable hardware specifications.
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AgenTeeth: A Model-Agnostic Framework for Suppressing Hallucination in Frozen Vision-Language Models on Dental X-Rays via Tool Evidence Injection
为解决牙科X光片中视觉-语言模型的幻觉问题，提出AgenTeeth框架，通过工具证据注入提高定位和推理准确性。
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CleanCity-BinSense: An IoT-Enabled Smart Waste Management System with Configurable Real-Time Fill Monitoring and Nearest-Neighbor Route Optimization
为解决发展城市中固定时间垃圾收集导致的问题，通过低成本IoT系统实现实时监控与动态路线优化。
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Task-Oriented Semantic Communication for Hazard Warning and Remote Operation in Connected Vehicle Platoons
论文提出一种基于语义和任务导向的通信框架，利用SD-VAE压缩并传输任务相关危险信息，以解决车联网中带宽限制下的可靠信息传播问题。
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AgenTeeth: A Model-Agnostic Framework for Suppressing Hallucination in Frozen Vision-Language Models on Dental X-Rays via Tool Evidence Injection
为解决牙科X光片中视觉-语言模型的幻觉问题，提出AgenTeeth框架，通过工具证据注入提高定位和推理准确性。
0 citationsRead paper
CleanCity-BinSense: An IoT-Enabled Smart Waste Management System with Configurable Real-Time Fill Monitoring and Nearest-Neighbor Route Optimization
为解决发展城市中固定时间垃圾收集导致的问题，通过低成本IoT系统实现实时监控与动态路线优化。
0 citationsRead paper
A Tool-Augmented, GPT-4 Chatbot for Real-Time Repository Data Analysis
为解决非技术用户难以访问软件仓库数据的问题，本文提出一种基于GPT-4的聊天机器人架构，通过解析查询、选择工具和生成详细回应来提高数据可访问性和分析准确性。
1 citationsRead paper
Task-Oriented Semantic Communication for Hazard Warning and Remote Operation in Connected Vehicle Platoons
论文提出一种基于语义和任务导向的通信框架，利用SD-VAE压缩并传输任务相关危险信息，以解决车联网中带宽限制下的可靠信息传播问题。
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RINSE: Robust Target-Time Normality Estimation for Zero-Shot Graph Anomaly Detection
本文提出RINSE方法，通过在目标图上迭代估计正常模式、校准表示和证据可靠性来解决零样本图异常检测中的领域迁移问题。
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