cross-attention 1neuro-symbolic learning 1temporal logic 1trajectory generation 1visual perception 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.RO2026
Vision-TL-Action: Neuro-Symbolic Trajectory Generation from Visual Observations and Temporal Logic
Zezhi Liu, Zhiwei Zheng, Hanqian Luo +3
The paper introduces Vision-TL-Action, a neuro‑symbolic system that generates robot action trajectories directly from multi‑view images and a coordinate‑free temporal‑logic goal re…
cs.RO2026
A General One-Shot Multimodal Active Perception Framework for Robotic Manipulation: Learning to Predict Optimal Viewpoint
Deyun Qin, Zezhi Liu, Hanqian Luo +2
Active perception in vision-based robotic manipulation aims to move the camera toward more informative observation viewpoints, thereby providing high-quality perceptual inputs for…
cs.RO2025
BT-TL-DMPs: A Novel Robot TAMP Framework Combining Behavior Tree, Temporal Logic and Dynamical Movement Primitives
Zezhi Liu, Shizhen Wu, Hanqian Luo +2
In the field of Learning from Demonstration (LfD), enabling robots to generalize learned manipulation skills to novel scenarios for long-horizon tasks remains challenging. Specific…