Regular biography
Brenden Lake is an Associate Professor in the Department of Computer Science at Princeton University. His research focuses on machine learning, vision & graphics, and natural language processing. He is the principal investigator of the lab for Human & Machine Intelligence, which explores human cognitive abilities that elude current AI systems. The lab's work includes few-shot learning, learning by generating goals, and learning through novel combinations of known components. His research integrates insights from human intelligence to advance machine intelligence and addresses open challenges in computer science and cognitive psychology.
Scholar-generated biography
Brenden M. Lake is an Associate Professor at Princeton University, specializing in cognitive science, artificial intelligence, machine learning, and cognitive psychology. His research explores how machines can learn and think like humans, focusing on concept learning, systematic generalization, and compositional skills. He investigates methods such as probabilistic program induction, meta-learning, and neural program synthesis to enable machines to acquire knowledge through few-shot learning and self-supervised learning. His work also examines the role of developmental change and linguistic experience in cognitive processes, aiming to bridge the gap between human and machine intelligence.