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@Adaptive-Robotic-Lab

Adaptive Robotic and Machine Lab

Supervised by Prof. Osmar Zaïane (CS at UofA), we use LLMs/VLMs/VLAs, RL, & Skill Libraries to advance adaptive, generalizable robotic & intelligent machines.

🤖 Adaptive Robotic and Machine Lab

Under the supervision of Prof. Osmar Zaïane
Department of Computing Science, University of Alberta 🇨🇦


🧠 About Us

We are a research group in Machine Learning and Robotics, exploring how intelligent systems can learn, plan, and adapt through language, perception, and interaction.
Our mission is to build embodied AI agents capable of reasoning and acting in dynamic environments through multimodal understanding and reinforcement learning.


🔬 Research Directions

  • LLM-driven Reward Design — using large language models to shape and explain RL rewards, enabling systems to adapt to faults and dynamic environmental changes
  • Multi-Agent LLM Systems — enabling cooperation, communication, and planning among autonomous agents
  • Language-Conditioned Robot Policies — grounding robot control in natural language instructions
  • Spatial Intelligence in VLMs/LLMs — improving spatial reasoning and perception for embodied tasks
  • LLM-based Planning & Skill Composition — integrating symbolic and learned reasoning through skill libraries

🧩 Ongoing Focus

Combining LLMs/VLMs/VLAs with RL and Skill Libraries to advance adaptive, generalizable robotic intelligence.

Our work bridges:

  • Perception → understanding visual and spatial cues
  • Language → interpreting and reasoning with instructions
  • Action → executing precise robotic control and planning

🌐 Explore Our Projects

👉 Repositories
👉 Prof. Osmar Zaïane’s Page


💬 Motto

Teaching machines not just to think — but to understand, imagine, and act.

Popular repositories Loading

  1. Spatial_Reasoning_VLMs Spatial_Reasoning_VLMs Public

    Forked from Masoudjafaripour/Spatial_Reasoning_VLMs

    A repo for enhancing spatial reasoning in VLMs using CoT and VoT prompting for 3D visual environments

    Python 2

  2. AIFP AIFP Public

    Forked from Masoudjafaripour/AIFP

    Adaptive Iterative Feedback Prompting for Obstacle-Aware Path Planning via LLMs - LM4Planning - AAAI2025

    Jupyter Notebook 1

  3. LLM_for_Robotics LLM_for_Robotics Public

  4. .github .github Public

Repositories

Showing 4 of 4 repositories

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