Innovation in (Soft) Robotics and Control - Spring 2025
February - May 2025
This semester featured 15 outstanding talks focusing on soft robotics, foundation models, humanoid control, and bio-inspired systems. All talks are available as recordings.
âSoft and Perceptive Robotsâ âĒ May 28, 2025 Watch Recording
For decades, robotics has been defined by the need to avoid physical contact for safety, leading to rigid machines that interact with their environment in a limited way. However, true intelligence emerges from physical interaction between the environment and an agentâs own body, through which an awareness of both the external environment and the Self is built.
âSalp-Inspired Approach to Underwater Multi-Robot Locomotionâ âĒ May 23, 2025 Watch Recording
Soft robots introduce new opportunities for design and control approaches that take advantage of a robotâs internal mechanics to perform a task. We are inspired by the biological salp, an underwater jelly that grows in colonies, and how salp colonies can produce higher speed, agility, or cost of transport than a single unit.
âAutonomy On-Orbit and Beyond: Expanding Mission Capabilities in Extreme Environment Roboticsâ âĒ May 22, 2025
Watch Recording
Autonomy is essential to making rapid decisions in safety-critical situations and dealing with tasks too complex for a human teleoperator. This talk explores algorithmic and safety challenges of working with increasing complexity in space and extreme environment robotics autonomy.
âAdvances in self-supervised multimodal learningâ âĒ May 21, 2025 Watch Recording
The field of multimodal learning has witnessed significant progress in recent years, mainly enabled by advances in contrastive and autoregressive learning techniques. This talk presents the latest developments focusing on embedding space learning and vision-language models.
âTowards Next-Gen 3D Reconstruction and Generation: From Visual Fidelity to Multimodal and Physical Understandingâ âĒ May 14, 2025 Watch Recording
Recent years have witnessed remarkable progress in 3D reconstruction and generation. However, most existing methods primarily focus on modeling geometry and appearance. The next generation should go further in two key directions: multimodal alignment and physical understanding.
âModeling Humans for Humanoid Robotsâ âĒ May 9, 2025 Watch Recording
Having a humanoid robot operating like a human has been a long-standing goal in robotics. This talk presents a 2-level learning framework designed to equip humanoid robots with robust mobility and manipulation skills, enabling them to generalize across diverse tasks, objects, and environments.
âPathway to Robotic Intelligenceâ âĒ April 16, 2025 Watch Recording
This talk presents recent works that aim to achieve both generalist-level adaptability and specialist-level agility, demonstrated across various real-world robots, including full-size humanoids, quadrupeds, aerial robots, and ground vehicles.
âBuilding Generalist Robots with Agility via Learning and Control: Humanoids and Beyondâ âĒ April 11, 2025 Watch Recording
Recent advances in AI and robotics have brought us closer to building general-purpose robots. Two key challenges are achieving âbreadthâ in task/environment diversity and âdepthâ in task execution.
âVideo understanding for skill learningâ âĒ April 2, 2025
Watch Recording
The first-person or âegocentricâ perspective offers a special window into an agentâs attention, goals, and interactions, making it an exciting avenue for the future of both augmented reality and robot learning.
âDesktop to Deep Sea: Mechanical Programming of Soft Machinesâ âĒ March 28, 2025 Watch Recording
As a relatively nascent field, soft robotics can leverage design, modeling, and manufacturing frameworks from traditional machine design. This talk shows how details of material choice, structural design, and manufacturing come together to mechanically program soft machines.
âRobots With a Twistâ âĒ March 19, 2025 Watch Recording
Robot bodiesâ abilities depend on the materials they are made from. This talk shows how to bridge traditional and soft robotics using metamaterials that respond to torque, improving how robots can grasp, walk and interact with people.
âEmbodied Multimodal Intelligence with Foundation Modelsâ âĒ March 14, 2025 Watch Recording
Despite considerable progress in robot learning, most real-world robots remain confined to a narrow set of preprogrammed behaviors. This talk discusses building robot foundation models capable of performing diverse tasks across different embodiments.
âReachBot: Locomotion and Manipulation with Exceptional Reachâ âĒ March 5, 2025
Watch Recording
ReachBot is a joint project between Stanford and NASA to explore a new approach to mobility in challenging environments such as martian caves. It consists of a compact robot body with very long extending arms based on extendable antenna booms.
âInsect-scale aerial robots driven by soft artificial musclesâ âĒ February 28, 2025 Watch Recording
Flapping-wing flight at the insect-scale is incredibly challenging. This work demonstrates the first heavier-than-air aerial robot powered by soft artificial muscles, achieving 1000-second hovering flight and collision recovery capabilities.
âFrom Quantity to Quality for 3D Perceptionâ âĒ February 19, 2025
Watch Recording
Recent advances in machine learning have shown remarkable progress in 2D and video domains, but 3D remains constrained by limited data. This talk explores combining 3D learning with multi-modal priors from text and images.
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