3 papers
cs.AI2026
Experience Memory Graph: Extracting Reusable Correction Knowledge from Agent Trajectories
Wenjun Wang, Yuchen Fang, Fengrui Liu +2
Large Language Model (LLM) agents have shown remarkable capabilities in autonomous decision-making by generating sequential trajectories of states, actions, and observations. Howev…
cs.DB2026
DBA-Bench: A Production-Fidelity Benchmark for LLM-Based Database Operations Agents
Junming Chen, Junyang Jiang, Xu Chen +2
LLM-based database agents show promise, but differences in task scope, testbeds, and success criteria hinder direct comparison. A shared benchmark must also preserve the operationa…
cs.AI2025
Energy-Efficient Autonomous Driving with Adaptive Perception and Robust Decision
Yuyang Xia, Zibo Liang, Liwei Deng +3
Autonomous driving is an emerging technology that is expected to bring significant social, economic, and environmental benefits. However, these benefits come with rising energy con…