The topics of interest for submission include, but are not limited to:
◕ Embodied Machine Learning
Deep Reinforcement Learning for Embodied Agents
Curiosity-Driven Exploration
Imitation Learning and Behavior Cloning
Multi-Task and Lifelong Learning
Sample Efficiency and Generalization in Robotics
Causal Reasoning in Physical Systems
◕ Foundation Models for Robotics
Vision-Language-Action (VLA) Models
Multimodal Foundation Models for Robotics
World Models for Environment Prediction
Foundation Models for Decision Making
Data and Simulation for Robotic Foundation Models
Efficient Adaptation of Large Models on Robots
◕ Perception & Interaction
Active Perception and Sensorimotor Coordination
Dexterous Manipulation and Tool Use
Navigation in Unstructured Environments
Human-Robot Collaboration and Intention Recognition
Learning Object Properties via Interaction
Integration of Memory, Attention and Planning
◕ Simulation & Real-World Deployment
Sim-to-Real Transfer Learning
Generative AI for Robot Data Synthesis
Benchmarks for Embodied AI
Robotics for Healthcare, Manufacturing and Service
Multi-Robot Collaboration and Swarm Intelligence
Real-Time Learning on Resource-Constrained Robots