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TechcraftingAI Robotics
By Brad EdwardsTechnology
TechcraftingAI Robotics episodes
- Ep. 62 - December 26, 2023
Robotics research summaries from arXiv for December 26, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)- Open-set distributed robot localization via recursive distillation to handle unfamiliar environments.
- Self-supervised learning for off-road traversability estimation using vision models.
- Sliding mode control for vision-based shape servoing with input constraints.
- Uncalibrated 3D vision for shape control of elastic objects.
- Real-time deformation Jacobian estimation for robust vision-based servo control.
5 min - Ep. 61 - December 25, 2023
Robotics research summaries from arXiv for December 25, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)- Real-time mesh-based LiDAR odometry and mapping for large-scale scenes.
- Lightweight CPU-based dense stereo SLAM for surgery with real-time performance.
- Enhanced A-star path planning algorithm using optimal robot motion blocks.
- Multi-perspective visual servoing with reinforcement learning for robot control.
- Learning-to-rank approach for identifying everyday objects in a physical search task.
9 min - Ep. 60 - December 24, 2023
Robotics research summaries from arXiv for December 24, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)- Globally optimal solutions to inverse kinematics using quadratic programming
- Long-horizon sparse reward tasks using variational autoencoders for subgoal inference
- Encoder-decoder models for subgoal generation and quality enhancement
- Hindsight sampling from offline datasets to improve subgoal feasibility
- Value function based selection of optimal subgoals
3 min - Ep. 59 - December 23, 2023
Robotics research summaries from arXiv for December 23, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)- Dexterous manipulation of deformable linear objects with robotic hands
- Underwater object detection using adaptive and multi-scale approaches
- Robotic arm activity recognition via wireless signal sensing
- Learning multi-step manipulation from single human demonstrations
- Semantic segmentation for natural environments using image and lidar data
10 min - Ep. 58 - December 22, 2023
Robotics research summaries from arXiv for December 22, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)- Developing hybrid models to capture complex aerodynamics of tail-sitter UAVs.
- Using vision-language models for instruction following in legged robots.
- Assessing grasping safety via instrumented objects with embedded sensors.
- Enabling mobile manipulation through semantic understanding of environments.
- Reducing computational load for real-time control of robot arms.
12 min - Ep. 57 - December 21, 2023
Robotics research summaries from arXiv for December 21, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)
- Learning robotic manipulation skills like catching and grasping objects using reinforcement learning and neural networks.
- Enabling natural language interaction with robots for tasks like following instructions through dialogue systems and video question answering.
- Improving robot perception with techniques like panoptic segmentation to handle transparent and deformable objects.
- Robot calibration methods to estimate sensor extrinsics like LiDAR-IMU calibration for ground robots.
- Controlling fleets of connected autonomous vehicles using multi-agent reinforcement learning.
17 min - Ep. 56 - December 20, 2023
Robotics research summaries from arXiv for December 20, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)
- Improving perception capabilities of robots/vehicles in adverse weather conditions using simulated data.
- Integrating model learning and control of robots through sparsification and mixed-integer optimization.
- Safe multi-agent reinforcement learning for robot formation control without individual targets.
- Using EMG signals to control supernumerary robotic limbs for post-stroke rehabilitation.
- Combining digital twins and virtual reality to enable remote monitoring and maintenance of robots in data centers.
22 min - Ep. 55 - December 19, 2023
Robotics research summaries from arXiv for December 19, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)
- Quadrotor perching and tracking on dynamic platforms for enhanced autonomy and operation range
- Dynamic loco-manipulation control of humanoid robots over uneven terrain with object loads
- Integrated path planning and control for wheeled mobile robots to navigate safely in cluttered spaces
- Long-horizon language-conditioned manipulation policy learning for real robots in tabletop settings
- Learning-based approach to improve heading angle estimation for inertial navigation without additional sensors
15 min - Ep. 54 - December 18, 2023
Robotics research summaries from arXiv for December 18, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)
- Cooperative control and path planning for teams of autonomous vehicles and robots
- Applications of reinforcement learning in robotic manipulation and locomotion
- Generative models for grasp synthesis in robotic manipulation
- Robust state estimation for autonomous underwater vehicles
- Traffic management and decision making for autonomous ground vehicles
32 min - Ep. 53 - December 17, 2023
Robotics research summaries from arXiv for December 17, 2023. You can find summaries and links to each article here.
Today's Themes (AI Generated)
- Efficient generation of open-loop stable limit cycles for legged robots using constrained optimization and direct transcription to NLP.
- Combining trajectory optimization and reinforcement learning for efficient, data-efficient solving of optimal control problems.
- Using Sobolev learning with critics to enrich training data and improve sample efficiency in actor-critic methods.
- Spectral radius formulations for ensuring open-loop stability of limit cycles.
- Using policy networks to warm start trajectory optimization and close the loop between model-based and model-free methods.
4 min
About TechcraftingAI Robotics
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TechcraftingAI Robotics brings you daily arXiv robotics research summaries to keep you up to date.