error correction 1graph matching 1large language model agents 1reinforcement learning 1task planning 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.AI2026
Experience Memory Graph: One-Shot Error Correction for Agents
Wenjun Wang, Yuchen Fang, Fengrui Liu +2
The paper introduces Experience Memory Graph (EMG), a method that uses graph matching between failed and successful trajectories to provide one-shot error correction for large lang…
cs.LG2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review
Yuchen Fang, Hao Miao, Yuxuan Liang +9
Spatio-temporal deep learning models aims to utilize useful patterns in such data to support tasks like prediction. However, previous deep learning models designed for specific tas…
cs.LG2024
Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective
Yuchen Fang, Yuxuan Liang, Bo Hui +5
Road traffic forecasting is crucial in real-world intelligent transportation scenarios like traffic dispatching and path planning in city management and personal traveling. Spatio-…