RoboLetics: Workshop on Robot Learning in Athletics @CoRL 2023
Scope
The workshop aims to explore the latest innovations and challenges in developing agile robotic systems with athletic behaviors, with a specific focus on leveraging learning techniques. Sports provide an ideal testbed for advancing robotic technology due to their demanding requirements of agility, autonomy, and precision. By addressing the unique challenges posed by sports applications, such as real-time control, dynamic adaptation, and intelligent game strategies, we can push the boundaries of robotic performance. The workshop will cover a wide range of vital topics including enhancing athletic behaviors through learning, improving real-time control in dynamic environments, overcoming challenges in deploying real-time machine learning systems, developing intelligent game strategies, and fostering interdisciplinary collaborations. By incorporating video demonstrations and various presentation formats, the workshop aims to facilitate knowledge exchange, inspire collaboration, and drive advancements in the integration of learning techniques in athletic robotics. The workshop is designed to engage a diverse audience from robotics, machine learning, sports science, and related disciplines, fostering interdisciplinary discussions and unlocking new possibilities for athletic and intelligent robotic systems.
Date and Venue:
6th November, 2023 (8:30 am - 5:30 pm)
Muse 2, The Starling Hotel
188 14th Street, Atlanta, Georgia 30361, USA
Muse 2, The Starling Hotel
188 14th Street, Atlanta, Georgia 30361, USA
online attendance:
You can also submit questions for speakers and panelists at: https://app.sli.do/event/mc7FLeQXYwVqYt3uRCEuNb
Schedule:
Invited speakers
Jan Peters
TU Darmstadt, Germany
Lessons from 20 years of Learning in Robot Athletics: Baseball, Table Tennis, Air Hockey and Juggling!
Tuomas Haarnoja
Google Deepmind, USA
Learning Humanoid Soccer with Deep Reinforcement Learning
Dario Bellicoso
Boston Dynamics, USA
Taskable Agility: Making Useful Dynamic Behavior Easier to Create
Koushil Sreenath
UC Berkeley, USA
Advancing Athletic Behaviors in Robots through Learning
Soon-Jo Chung
Caltech and NASA JPL, USA
Safe and Stable Learning for Agile Robotics
David Scaramuzza
ETH Zurich, Switzerland
Champion-level Drone Racing using Deep Reinforcement Learning
Cassie Mitchell
Georgia Tech, USA
A Paralympian’s Perspective on Robot Learning in Athletics
Saminda Abeyruwan
Google Robotics, USA
Robotic Table Tennis: Athletic Robots from Simulation to the Real World
organizers
Matthew Gombolay
Georgia Institute of Technology, USA
Alessandra Rossi
University of Naples Federico II, Italy
Rohan Paleja
Georgia Institute of Technology, USA
Zulfiqar Zaidi
Georgia Institute of Technology, USA
Georgios Angelopoulos
University of Naples Federico II, Italy
Kin Man Lee
Georgia Institute of Technology, USA
Accepted Papers and video demonstrations
Accepted Papers:
Arka Mitra, Lukas Molnar, Jan-Nico Zaech, Yan Wu, Seonyeong Heo, Fisher Yu, Luc Van Gool, “Multi-Domain Referee Dataset: Enabling Recognition of Referee Signals on Robotic Platforms.” Download Link
Andreas Ziegler, Thomas Gossard, Karl Vetter, Jonas Tebbe, Andreas Zell, “A multi-modal table tennis robot system.” Download Link
Hongrui Zheng, Zhijun Zhuang, Johannes Betz, Rahul Mangharam, “Game-theoretic Objective Space Planning.” Download Link
Brandon Ho, Batuhan Altundas, Matthew Gombolay, “Towards Learning Scalable Agile Dynamic Motion Planning for Robosoccer Teams with Policy Optimization.” Download Link
Giuliano Albanese, Arka Mitra, Jan-Nico Zaech, Yupeng Zhao, Ajad Chhatkuli, Luc Van Gool, “Optimizing Long-Term Player Tracking and Identification in NAO Robot Soccer by fusing Game-state and External Video.” Download Link
Aniket Datar, Chenhui Pan, Xuesu Xiao, “Learning to Model and Plan for Wheeled Mobility on Vertically Challenging Terrain.” Download Link
Yikai Wang, Zheyuan Jiang, Jianyu Chen, “Learning Robust, Agile, Natural Legged Locomotion Skills in the Wild.” Download Link
Accepted Demonstration Papers:
Xuxin Cheng, Kexin Shi, Ananye Agarwal, Deepak Pathak, “Extreme Parkour with Legged Robots.” Download Link
Aniket Datar, Chenhui Pan, Mohammad Nazeri, Xuesu Xiao, “Toward Wheeled Mobility on Vertically Challenging Terrain: Platforms, Datasets, and Algorithms.” Download Link
Simon Guist, Jan Schneider, Hao Ma, Vincent Berenz, Julian Martus, Felix Grüninger, Michael Muehlebach, Jonathan Fiene, Bernhard Schölkopf, Dieter Büchler, “A Robust Open-source Tendon-driven Robot Arm for Learning Control of Dynamic Motions.” Download Link
Call for Papers and video demonstrations
We invite researchers to submit their contributions to the workshop in the form of short papers (2 pages) accompanied by video demonstrations or standalone papers (4 pages). These submissions should align with the workshop's topics of interest and will serve as a basis for initiating discussions during the event. Accepted papers will be presented as posters, presentations, and videos, and with the authors' permission, they will be published on the workshop website.
Topics of Interest include:
Systems design enabling the learning of athletic behaviors in robots
Learning-based real-time controllers and planners for athletic movements
Safety frameworks for athletic robots
Sensing and state estimation under time and compute constraints with incomplete and imperfect knowledge of the world
Communication systems for robotic team sports
Synthesizing strategies for sports-playing robots
Human-robot collaboration for athletic and agile robots
We encourage submissions that demonstrate and benchmark their approaches on sports-related applications such as table tennis, tennis, soccer, air hockey, and others.
Submission Website: CoRL 2023 Workshop RoboLetics | OpenReview
Important Dates:
Paper submission deadline: 15th October, 2023 (Anywhere on Earth) (FINAL DEADLINE)
Video submission deadline: 15th October, 2023 (Anywhere on Earth) (FINAL DEADLINE)
Author notification: 22nd October, 2023 (We are working to assign and receive reviews as soon as possible. If you have a submission that requires a faster review for any reason, please don't hesitate to reach out to us.)
Camera-ready submission: 1st November, 2023
Authors can submit demo papers of 2 pages accompanied with videos or 4 pages standalone contributions. All papers must be submitted in PDF and must follow the CoRL format. All papers will be peer-reviewed (double-blind). Both unpublished original contributions and previously published work may be submitted.
We look forward to receiving your submissions and engaging in fruitful discussions at the workshop.
Contact:
All questions about submissions or workshop should be emailed to any of the following people:
Zulfiqar Haider Zaidi (email: zzaidi8@gatech.edu)
Rohan Paleja (email: rpaleja3@gatech.edu)