Goal-seeking compresses neural codes for space in the human hippocampus and orbitofrontal cortex.

Humans can navigate flexibly to meet their goals. Here, we asked how the neural representation of allocentric space is distorted by goal-directed behavior. Participants navigated an agent to two successive goal locations in a grid world environment comprising four interlinked rooms, with a contextual cue indicating the conditional dependence of one goal location on another.

Replay in minds and machines.

Experience-related brain activity patterns reactivate during sleep, wakeful rest, and brief pauses from active behavior. In parallel, machine learning research has found that experience replay can lead to substantial performance improvements in artificial agents. Together, these lines of research suggest that replay has a variety of computational benefits for decision-making and learning.

Interaction of Instrumental and Goal-Directed Learning Modulates Prediction Error Representations in the Ventral Striatum.

Unlabelled: Goal-directed and instrumental learning are both important controllers of human behavior. Learning about which stimulus event occurs in the environment and the reward associated with them allows humans to seek out the most valuable stimulus and move through the environment in a goal-directed manner. Stimulus-response associations are characteristic of instrumental learning, whereas response-outcome associations are the hallmark of goal-directed learning.

Congruence of Inherent and Acquired Values Facilitates Reward-Based Decision-Making.

Unlabelled: Most real-life cues exhibit certain inherent values that may interfere with or facilitate the acquisition of new expected values during associative learning. In particular, when inherent and acquired values are congruent, learning may progress more rapidly. Here we investigated such an influence through a 2 × 2 factorial design, using attractiveness (high/low) of the facial picture as a proxy for the inherent value of the cue and its reward probability (high/low) as a surrogate for the acquired value.

Homophila: human disease gene cognates in Drosophila.

Although many human genes have been associated with genetic diseases, knowing which mutations result in disease phenotypes often does not explain the etiology of a specific disease. Drosophila melanogaster provides a powerful system in which to use genetic and molecular approaches to investigate human genetic diseases. Homophila is an intergenomic resource linking the human and fly genomes in order to stimulate functional genomic investigations in Drosophila that address questions about genetic disease in humans.