44 citations · 49 across the 6 of their papers we have counts for
6 papers
An explainable transformer circuit for compositional generalization
Cheng Tang, Brenden Lake, Mehrdad Jazayeri
Compositional generalization-the systematic combination of known components into novel structures-remains a core challenge in cognitive science and machine learning. Although trans…
Neural Foundations of Mental Simulation: Future Prediction of Latent Representations on Dynamic Scenes
Aran Nayebi, Rishi Rajalingham, Mehrdad Jazayeri +1
Humans and animals have a rich and flexible understanding of the physical world, which enables them to infer the underlying dynamical trajectories of objects and events, plausible…
Modeling Human Eye Movements with Neural Networks in a Maze-Solving Task
Jason Li, Nicholas Watters, Yingting +3
From smoothly pursuing moving objects to rapidly shifting gazes during visual search, humans employ a wide variety of eye movement strategies in different contexts. While eye movem…
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity
Felix Pei, Joel Ye, David Zoltowski +13
Advances in neural recording present increasing opportunities to study neural activity in unprecedented detail. Latent variable models (LVMs) are promising tools for analyzing this…
Interpreting neural computations by examining intrinsic and embedding dimensionality of neural activity
Mehrdad Jazayeri, Srdjan Ostojic
The ongoing exponential rise in recording capacity calls for new approaches for analysing and interpreting neural data. Effective dimensionality has emerged as an important propert…
Modular Object-Oriented Games: A Task Framework for Reinforcement Learning, Psychology, and Neuroscience
Nicholas Watters, Joshua Tenenbaum, Mehrdad Jazayeri
In recent years, trends towards studying simulated games have gained momentum in the fields of artificial intelligence, cognitive science, psychology, and neuroscience. The interse…