When Motion Learns to Listen: Diffusion-Prior Lyapunov Actor-Critic Framework with LLM Guidance for Stable and Robust AUV Control in Underwater Tasks
Fuente:
arXiv
Guardado en:
| Autores principales: | Xu, Jingzehua, Liu, Weiyi, Zhang, Weihang, Xi, Zhuofan, Xie, Guanwen, Zhang, Shuai, Li, Yi |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Ocean Diviner: A Diffusion-Augmented Reinforcement Learning Framework for AUV Robust Control in Underwater Tasks
por: Xu, Jingzehua, et al.
Publicado: (2025)
por: Xu, Jingzehua, et al.
Publicado: (2025)
USV-AUV Collaboration Framework for Underwater Tasks under Extreme Sea Conditions
por: Xu, Jingzehua, et al.
Publicado: (2024)
por: Xu, Jingzehua, et al.
Publicado: (2024)
Make Your AUV Adaptive: An Environment-Aware Reinforcement Learning Framework For Underwater Tasks
por: Ding, Yimian, et al.
Publicado: (2025)
por: Ding, Yimian, et al.
Publicado: (2025)
Never too Cocky to Cooperate: An FIM and RL-based USV-AUV Collaborative System for Underwater Tasks in Extreme Sea Conditions
por: Xu, Jingzehua, et al.
Publicado: (2025)
por: Xu, Jingzehua, et al.
Publicado: (2025)
Is FISHER All You Need in The Multi-AUV Underwater Target Tracking Task?
por: Xie, Guanwen, et al.
Publicado: (2024)
por: Xie, Guanwen, et al.
Publicado: (2024)
When Semantics Connect the Swarm: LLM-Driven Fuzzy Control for Cooperative Multi-Robot Underwater Coverage
por: Xu, Jingzehua, et al.
Publicado: (2025)
por: Xu, Jingzehua, et al.
Publicado: (2025)
Never Too Rigid to Reach: Adaptive Virtual Model Control with LLM- and Lyapunov-Based Reinforcement Learning
por: Xu, Jingzehua, et al.
Publicado: (2025)
por: Xu, Jingzehua, et al.
Publicado: (2025)
Underwater Embodied Intelligence for Autonomous Robots: A Constraint-Coupled Perspective on Planning, Control, and Deployment
por: Xu, Jingzehua, et al.
Publicado: (2026)
por: Xu, Jingzehua, et al.
Publicado: (2026)
EFILN: The Electric Field Inversion-Localization Network for High-Precision Underwater Positioning
por: Ding, Yimian, et al.
Publicado: (2024)
por: Ding, Yimian, et al.
Publicado: (2024)
Never too Prim to Swim: An LLM-Enhanced RL-based Adaptive S-Surface Controller for AUVs under Extreme Sea Conditions
por: Xie, Guanwen, et al.
Publicado: (2025)
por: Xie, Guanwen, et al.
Publicado: (2025)
Multi-Objective-Optimization Assisted Data Collection Framework for IoUT Based on Offline Reinforcement
por: Ding, Yimian, et al.
Publicado: (2024)
por: Ding, Yimian, et al.
Publicado: (2024)
ERFSL: An Efficient Reward Function Searcher via Language Models for Custom-Environment Multi-Objective Optimization (Student Abstract)
por: Xie, Guanwen, et al.
Publicado: (2026)
por: Xie, Guanwen, et al.
Publicado: (2026)
Language Models as Efficient Reward Function Searchers for Custom-Environment Multi-Objective Reinforcement
por: Xie, Guanwen, et al.
Publicado: (2024)
por: Xie, Guanwen, et al.
Publicado: (2024)
Enhancing Information Freshness: An AoI Optimized Markov Decision Process
por: Xu, Jingzehua, et al.
Publicado: (2024)
por: Xu, Jingzehua, et al.
Publicado: (2024)
AoI-MDP: An AoI Optimized Markov Decision Process (Student Abstract)
por: Ding, Yimian, et al.
Publicado: (2026)
por: Ding, Yimian, et al.
Publicado: (2026)
EasyUUV: An LLM-Enhanced Universal and Lightweight Sim-to-Real Reinforcement Learning Framework for UUV Attitude Control
por: Xie, Guanwen, et al.
Publicado: (2025)
por: Xie, Guanwen, et al.
Publicado: (2025)
D2 Actor Critic: Diffusion Actor Meets Distributional Critic
por: Zhang, Lunjun, et al.
Publicado: (2025)
por: Zhang, Lunjun, et al.
Publicado: (2025)
Actor-Critic Physics-informed Neural Lyapunov Control
por: Wang, Jiarui, et al.
Publicado: (2024)
por: Wang, Jiarui, et al.
Publicado: (2024)
MSACL: Multi-Step Actor-Critic Learning with Lyapunov Certificates for Exponentially Stabilizing Control
por: Zhang, Yongwei, et al.
Publicado: (2025)
por: Zhang, Yongwei, et al.
Publicado: (2025)
Adaptive Lyapunov-constrained MPC for fault-tolerant AUV trajectory tracking
por: Liu, Haolin, et al.
Publicado: (2025)
por: Liu, Haolin, et al.
Publicado: (2025)
Distributional Soft Actor-Critic with Diffusion Policy
por: Liu, Tong, et al.
Publicado: (2025)
por: Liu, Tong, et al.
Publicado: (2025)
Efficient Soft Actor-Critic with LLM-Based Action-Level Guidance for Continuous Control
por: Ma, Hao, et al.
Publicado: (2026)
por: Ma, Hao, et al.
Publicado: (2026)
Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration
por: Zhang, Erica, et al.
Publicado: (2026)
por: Zhang, Erica, et al.
Publicado: (2026)
Asymmetric Actor-Critic for Multi-turn LLM Agents
por: Jiang, Shuli, et al.
Publicado: (2026)
por: Jiang, Shuli, et al.
Publicado: (2026)
CaStL: Constraints as Specifications through LLM Translation for Long-Horizon Task and Motion Planning
por: Guo, Weihang, et al.
Publicado: (2024)
por: Guo, Weihang, et al.
Publicado: (2024)
StableMoFusion: Towards Robust and Efficient Diffusion-based Motion Generation Framework
por: Huang, Yiheng, et al.
Publicado: (2024)
por: Huang, Yiheng, et al.
Publicado: (2024)
StableMotion: Repurposing Diffusion-Based Image Priors for Motion Estimation
por: Wang, Ziyi, et al.
Publicado: (2025)
por: Wang, Ziyi, et al.
Publicado: (2025)
SportsGPT: An LLM-driven Framework for Interpretable Sports Motion Assessment and Training Guidance
por: Tian, Wenbo, et al.
Publicado: (2025)
por: Tian, Wenbo, et al.
Publicado: (2025)
Diffusion Actor-Critic with Entropy Regulator
por: Wang, Yinuo, et al.
Publicado: (2024)
por: Wang, Yinuo, et al.
Publicado: (2024)
When Audio Generators Become Good Listeners: Generative Features for Understanding Tasks
por: Xie, Zeyu, et al.
Publicado: (2025)
por: Xie, Zeyu, et al.
Publicado: (2025)
Multi-Agent LLM Actor-Critic Framework for Social Robot Navigation
por: Wang, Weizheng, et al.
Publicado: (2025)
por: Wang, Weizheng, et al.
Publicado: (2025)
Explicit Critic Guidance for Aligning Diffusion Models
por: Liang, Zhengyang, et al.
Publicado: (2026)
por: Liang, Zhengyang, et al.
Publicado: (2026)
XQCfD: Accelerating Fast Actor-Critic Algorithms with Prior Data and Prior Policies
por: Palenicek, Daniel, et al.
Publicado: (2026)
por: Palenicek, Daniel, et al.
Publicado: (2026)
When Less Is More: A Sparse Facial Motion Structure For Listening Motion Learning
por: Nguyen, Tri Tung Nguyen, et al.
Publicado: (2025)
por: Nguyen, Tri Tung Nguyen, et al.
Publicado: (2025)
Improved ESO‐LOS Guidance Strategy for AUV: Theory and Experiment Validation
por: Zijian Zhu, et al.
Publicado: (2026)
por: Zijian Zhu, et al.
Publicado: (2026)
Generative Actor Critic
por: Qin, Aoyang, et al.
Publicado: (2025)
por: Qin, Aoyang, et al.
Publicado: (2025)
Self-Training with Dynamic Weighting for Robust Gradual Domain Adaptation
por: Wang, Zixi, et al.
Publicado: (2025)
por: Wang, Zixi, et al.
Publicado: (2025)
Motion Marionette: Rethinking Rigid Motion Transfer via Prior Guidance
por: Wang, Haoxuan, et al.
Publicado: (2025)
por: Wang, Haoxuan, et al.
Publicado: (2025)
Microsecond-scale Dynamic Validation of Idempotency for GPU Kernels
por: Han, Mingcong, et al.
Publicado: (2024)
por: Han, Mingcong, et al.
Publicado: (2024)
Surgical Task Automation Using Actor-Critic Frameworks and Self-Supervised Imitation Learning
por: Liu, Jingshuai, et al.
Publicado: (2024)
por: Liu, Jingshuai, et al.
Publicado: (2024)
Ejemplares similares
-
Ocean Diviner: A Diffusion-Augmented Reinforcement Learning Framework for AUV Robust Control in Underwater Tasks
por: Xu, Jingzehua, et al.
Publicado: (2025) -
USV-AUV Collaboration Framework for Underwater Tasks under Extreme Sea Conditions
por: Xu, Jingzehua, et al.
Publicado: (2024) -
Make Your AUV Adaptive: An Environment-Aware Reinforcement Learning Framework For Underwater Tasks
por: Ding, Yimian, et al.
Publicado: (2025) -
Never too Cocky to Cooperate: An FIM and RL-based USV-AUV Collaborative System for Underwater Tasks in Extreme Sea Conditions
por: Xu, Jingzehua, et al.
Publicado: (2025) -
Is FISHER All You Need in The Multi-AUV Underwater Target Tracking Task?
por: Xie, Guanwen, et al.
Publicado: (2024)