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From the 1 of 57 linked papers with an AI index.

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20242026
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cs.AI2026

SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Banks

Jinchao Hu, Meizhi Zhong, Kehai Chen +1

Teaching language models to use search tools is not only a question of whether they search, but also of whether they issue good queries. This is especially important in open-domain…

cs.AI2026

Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure

Zirui Li, Xuefeng Bai, Kehai Chen +4

Latent or continuous chain-of-thought methods replace explicit textual rationales with a number of internal latent steps, but these intermediate computations are difficult to evalu…

cs.AI2026

DocOS: Towards Proactive Document-Guided Actions in GUI Agents

Jingjing Liu, Ziye Huang, Zihao Cheng +6

While Graphical User Interface (GUI) agents have shown promising performance in automated device interaction, they primarily depend on static parametric knowledge from pre-training…

cs.AI2026

MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare

Yihao Wang, Haoran Xu, Renjie Gu +10

The large-scale deployment of personalized healthcare agents demands memory mechanisms that are exceptionally precise, safe, and capable of long-term clinical tracking. However, ex…

cs.AI2025

XBOUND: Exploring Capability Boundaries of Device-Control Agents at the State Level

Shaoqing Zhang, Kehai Chen, Zhuosheng Zhang +4

Recent advancements in vision-language models have increased interest in Device-Control Agents (DC agents) for managing graphical user interfaces (GUIs). With the growing complexit…

cs.AI2024

Dynamic Planning for LLM-based Graphical User Interface Automation

Shaoqing Zhang, Zhuosheng Zhang, Kehai Chen +4

The advent of large language models (LLMs) has spurred considerable interest in advancing autonomous LLMs-based agents, particularly in intriguing applications within smartphone gr…