Robot Behavior
Robot behavior research focuses on designing and improving robots' actions and interactions, aiming for safe, efficient, and human-compatible performance. Current research emphasizes learning from diverse data sources (internet data, human demonstrations, sensor feedback) to enable robots to acquire complex skills, predict human intentions, and personalize their behavior based on user preferences. This involves utilizing various model architectures, including deep learning models, large language models, and reinforcement learning algorithms, to achieve these objectives. The field's advancements are crucial for developing robots capable of seamlessly collaborating with humans in various settings, from industrial automation to assistive technologies.
Papers
Emotional Tandem Robots: How Different Robot Behaviors Affect Human Perception While Controlling a Mobile Robot
Julian Kaduk, Friederike Weilbeer, Heiko Hamann
Multimodal Anomaly Detection based on Deep Auto-Encoder for Object Slip Perception of Mobile Manipulation Robots
Youngjae Yoo, Chung-Yeon Lee, Byoung-Tak Zhang
Ain't Misbehavin' -- Using LLMs to Generate Expressive Robot Behavior in Conversations with the Tabletop Robot Haru
Zining Wang, Paul Reisert, Eric Nichols, Randy Gomez
Learning to Learn Faster from Human Feedback with Language Model Predictive Control
Jacky Liang, Fei Xia, Wenhao Yu, Andy Zeng, Montserrat Gonzalez Arenas, Maria Attarian, Maria Bauza, Matthew Bennice, Alex Bewley, Adil Dostmohamed, Chuyuan Kelly Fu, Nimrod Gileadi, Marissa Giustina, Keerthana Gopalakrishnan, Leonard Hasenclever, Jan Humplik, Jasmine Hsu, Nikhil Joshi, Ben Jyenis, Chase Kew, Sean Kirmani, Tsang-Wei Edward Lee, Kuang-Huei Lee, Assaf Hurwitz Michaely, Joss Moore, Ken Oslund, Dushyant Rao, Allen Ren, Baruch Tabanpour, Quan Vuong, Ayzaan Wahid, Ted Xiao, Ying Xu, Vincent Zhuang, Peng Xu, Erik Frey, Ken Caluwaerts, Tingnan Zhang, Brian Ichter, Jonathan Tompson, Leila Takayama, Vincent Vanhoucke, Izhak Shafran, Maja Mataric, Dorsa Sadigh, Nicolas Heess, Kanishka Rao, Nik Stewart, Jie Tan, Carolina Parada