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Human-robot collaboration (HRC) is one key component to achieving flexible manufacturing to meet the different needs of customers. However, it is difficult to build intelligent robots that can proactively assist humans in a safe and…

Robotics · Computer Science 2023-09-06 Ruixuan Liu , Rui Chen , Abulikemu Abuduweili , Changliu Liu

In this survey, we examine algorithms for conducting credit assignment in artificial neural networks that are inspired or motivated by neurobiology. These processes are unified under one possible taxonomy, which is constructed based on how…

Neural and Evolutionary Computing · Computer Science 2023-12-27 Alexander G. Ororbia

In this paper we present a fully autonomous and intrinsically motivated robot usable for HRI experiments. We argue that an intrinsically motivated approach based on the Predictive Information formalism, like the one presented here, could…

Human-Computer Interaction · Computer Science 2019-07-19 Marcus M. Scheunemann , Christoph Salge , Kerstin Dautenhahn

AI's significant recent advances using general-purpose circuit computations offer a potential window into how the neocortex and cerebellum of the brain are able to achieve a diverse range of functions across sensory, cognitive, and motor…

Neurons and Cognition · Quantitative Biology 2024-12-02 Shogo Ohmae , Keiko Ohmae

Computational metacognition represents a cognitive systems perspective on high-order reasoning in integrated artificial systems that seeks to leverage ideas from human metacognition and from metareasoning approaches in artificial…

Artificial Intelligence · Computer Science 2022-02-01 Michael Cox , Zahiduddin Mohammad , Sravya Kondrakunta , Ventaksamapth Raja Gogineni , Dustin Dannenhauer , Othalia Larue

The architecture described in this paper encodes a theory of intentions based on the the key principles of non-procrastination, persistence, and automatically limiting reasoning to relevant knowledge and observations. The architecture…

Artificial Intelligence · Computer Science 2019-08-01 Rocio Gomez , Mohan Sridharan , Heather Riley

A fruitful collaboration is based on the mutual knowledge of each other skills and on the possibility of communicating their own limits and proposing alternatives to adapt the execution of a task to the capabilities of the collaborators.…

Robotics · Computer Science 2022-06-13 Davide Ferrari , Federico Benzi , Cristian Secchi

A robot's ability to provide descriptions of its decisions and beliefs promotes effective collaboration with humans. Providing such transparency is particularly challenging in integrated robot systems that include knowledge-based reasoning…

Artificial Intelligence · Computer Science 2020-10-22 Tiago Mota , Mohan Sridharan

Human perception, memory and decision-making are impacted by tens of cognitive biases and heuristics that influence our actions and decisions. Despite the pervasiveness of such biases, they are generally not leveraged by today's Artificial…

Human-Computer Interaction · Computer Science 2023-12-04 Aditya Gulati , Miguel Angel Lozano , Bruno Lepri , Nuria Oliver

We present the COGnitive Neural GENerative system (CogNGen), a cognitive architecture that combines two neurobiologically-plausible, computational models: predictive processing and hyperdimensional/vector-symbolic models. We draw…

Artificial Intelligence · Computer Science 2022-08-10 Alexander Ororbia , M. Alex Kelly

As learning-based methods make their way from perception systems to planning/control stacks, robot control systems have started to enjoy the benefits that data-driven methods provide. Because control systems directly affect the motion of…

Robotics · Computer Science 2023-05-25 Xiao Li , Igor Gilitschenski , Guy Rosman , Sertac Karaman , Daniela Rus

We introduce a robotic assembly system that streamlines the design-to-make workflow for going from a CAD model of a product assembly to a fully programmed and adaptive assembly process. Our system captures (in the CAD tool) the intent of…

Robotics · Computer Science 2022-08-04 Yotto Koga , Heather Kerrick , Sachin Chitta

The ability of humans to quickly identify general concepts from a handful of images has proven difficult to emulate with robots. Recently, a computer architecture was developed that allows robots to mimic some aspects of this human ability…

Artificial Intelligence · Computer Science 2020-06-19 Daniel P. Sawyer , Miguel Lázaro-Gredilla , Dileep George

A large body of compelling evidence has been accumulated demonstrating that embodiment - the agent's physical setup, including its shape, materials, sensors and actuators - is constitutive for any form of cognition and as a consequence,…

Artificial Intelligence · Computer Science 2021-10-20 Matej Hoffmann , Rolf Pfeifer

In this work we argue that in Human-Robot Collaboration (HRC) tasks, the Perception-Action cycle in HRC tasks can not fully explain the collaborative behaviour of the human and robot and it has to be extended to Perception-Intention-Action…

Robotics · Computer Science 2022-06-02 J. E. Dominguez-Vidal , Nicolas Rodriguez , Rene Alquezar , Alberto Sanfeliu

As social service robots become commonplace, it is essential for them to effectively interpret human signals, such as verbal, gesture, and eye gaze, when people need to focus on their primary tasks to minimize interruptions and…

Human-Computer Interaction · Computer Science 2025-04-09 Hanfang Lyu , Xiaoyu Wang , Nandi Zhang , Shuai Ma , Qian Zhu , Yuhan Luo , Fugee Tsung , Xiaojuan Ma

In an effort to penetrate the market at an affordable cost, consumer robots tend to provide limited processing capabilities, just enough to serve the purpose they have been designed for. However, a robot, in principle, should be able to…

As our understanding of the mechanisms of brain function is enhanced, the value of insights gained from neuroscience to the development of AI algorithms deserves further consideration. Here, we draw parallels with an existing tree-based ANN…

Neural and Evolutionary Computing · Computer Science 2023-07-04 Fahad Sarfraz , Elahe Arani , Bahram Zonooz

To realize human-like robot intelligence, a large-scale cognitive architecture is required for robots to understand the environment through a variety of sensors with which they are equipped. In this paper, we propose a novel framework named…

Artificial Intelligence · Computer Science 2017-12-07 Tomoaki Nakamura , Takayuki Nagai , Tadahiro Taniguchi

Robots today often miss a key ingredient of truly intelligent behavior: the ability to reflect on their own cognitive processes and decisions. In humans, this self-monitoring or metacognition is crucial for learning, decision making and…