From the 1 of 6 linked papers with an AI index.
6 papers
Plover: Steering GUI Agents through Plan-Centric Interaction
Madhumitha Venkatesan, Shicheng Wen, Jiajing Guo +3
Plover is a vision‑based GUI automation system that externalizes task plans, letting users inspect, edit, and correct plans to make GUI agents more transparent, controllable, and a…
EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation
Aimin Zhang, Jiajing Guo, Fuwei Jia +3
This paper proposes EvoAgent--an evolvable large language model (LLM) agent framework that integrates structured skill learning with a hierarchical sub-agent delegation mechanism.…
Scaling Expert Feedback with Reflective Edit Propagation in Compositional Knowledge Bases
Jiajing Guo, Xueming Li, Jorge Piazentin Ono +2
Domain-specific knowledge bases (KBs) encode vertical expertise and proprietary information that organizations depend on, but curating them at scale is a persistent challenge. Alth…
Rethinking Agentic Workflows: Evaluating Inference-Based Test-Time Scaling Strategies in Text2SQL Tasks
Jiajing Guo, Kenil Patel, Jorge Piazentin Ono +2
Large language models (LLMs) are increasingly powering Text-to-SQL (Text2SQL) systems, enabling non-expert users to query industrial databases using natural language. While test-ti…
VISLIX: An XAI Framework for Validating Vision Models with Slice Discovery and Analysis
Xinyuan Yan, Xiwei Xuan, Jorge Piazentin Ono +6
Real-world machine learning models require rigorous evaluation before deployment, especially in safety-critical domains like autonomous driving and surveillance. The evaluation of…
InterChat: Enhancing Generative Visual Analytics using Multimodal Interactions
Juntong Chen, Jiang Wu, Jiajing Guo +6
The rise of Large Language Models (LLMs) and generative visual analytics systems has transformed data-driven insights, yet significant challenges persist in accurately interpreting…