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10 results

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Correctness is its own reward: bootstrapping error codes in self-guided reinforcement learning

Ziyi Gong, Fabiola Duarte Ortiz, Richard Mooney, John Pearson · COSYNE 2025

…In male zebra finches, juveniles are first tutored by an adult male during a sensory learning phase, followed by a sensorimotor phase in which they practice by themselves in order to replicate the song. Inspired by models of corollary discharge and predictive coding, we hypothesize that in the sensory phase, juvenile auditory areas gradually learn to canc

ePoster · Neuroscience

Hacking vocal learning with deep learning: flexible real-time perturbation of zebra finch song

Elizabeth O'Gorman, Drew Schreiner, Richard Mooney, John Pearson · COSYNE 2025

Juvenile male zebra finches learn to produce a single, highly stereotyped song and maintain this song over the course of their adult lives using auditory feedback. Much of what we know of the underlying learning process comes from studies of adult male zebra finches adapting to white noise feedback triggered by either high or low-pitch variants of harmonic stack syllables --- a single static perturbation of a single, simple syllable of a crystallized song. However, zebra finch song is spectrally and temporally rich, with numerous degrees of freedom, and the dynamic learning process must tackle

ePoster · Behavioral Neuroscience

Neural Decoding of Temporal Features of Zebra Finch Song

Amirmasoud Ahmadi, Hermina Robotka, Frederic Theunissen, Manfred Gahr · Bernstein Conference 2024

…The hierarchical structure of the Zebra Finches' song makes it ideal for in-depth analysis of auditory decoding. We use stacked Bidirectional Long Short-Term Memory (BiLSTM) deep neural networks to decode the amplitude envelope and the time-locked envelope features of zebra finch songs. To a

ePoster · Neuroscience

Neuronal activity in avian basal ganglia-cortical loop related to birdsong acoustic variation in zebra finches

Carmen Guerrero-Márquez, Eduarda Gervini Zampieri Centeno, Remya Sankar et al. · FENS Forum 2024

…In songbirds, male juvenile zebra finches mimic the vocalizations of adults. Even in adulthood, their song may undergo slight modifications. The circuits underlying song learning and plasticity are called the song system.The song system, including the BGT loop and motor pathway, assesses vocal performance and controls song execution. The lateral magnocellular nucleus of the

ePoster · Neuroscience

Birds use a rich repertoire of vocalizations for communication. They use songs to attract mates, alarm calls to alert other birds of danger, and distance calls to contact partners when they aren’t in sight. Despite the crucial importance of vocal communication to birds, little is known about how sounds are processed in the avian brain. Previous research on semantic encoding in the avian auditory cortex has focused on the activity of individual neurons. Recent advancements in computational neuroscience point towards a population doctrine, wherein information is encoded not in the activity of in

ePoster · Neuroscience

Dual pathway architecture in songbirds boosts sensorimotor learning

Remya Sankar, Nicolas P. Rougier, Arthur Leblois · COSYNE 2022

Juvenile songbirds learn to imitate adult vocalizations. Song acquisition and production is governed by a dedicated neural circuitry that involves two parallel pathways: a cortical pathway required for production and a basal ganglia-thalamo-cortical (BG) pathway necessary for plasticity. The BG pathway induces variability in production during vocal exploration, receives a performance signal via midbrain dopaminergic projections and drives a motor bias that corrects vocal errors. This dopamine-modulated change in vocal output, induced by the BG is gradually consolidated within the cortical path

ePoster · Computational Neuroscience

Modeling tutor-directed dynamics in zebra finch song learning

Miles Martinez, Samuel Brudner, Richard Mooney, John Pearson · COSYNE 2022

…to learn new skills, juvenile male zebra finches learn to sing by copying the song of an adult tutor, providing a powerful system for analyzing tutor-driven learning from both behavioral and neurobiological perspectives. Decades of work have characterized the general trajectory of this learning process [1,2], but recent work using generative modeling methods like Variational Autoencoders (VAEs) has opened entirely new avenues for analyzing song learning [3,4]. While it is generally agreed that juveniles learn to sing by using auditory fee

ePoster · Behavioral Neuroscience

Temporal Dynamics in an Attractor Model of the Songbird’s Premotor Nucleus.

Fjola Hyseni, Arthur Leblois, Nicolas P. Rougier · COSYNE 2022

…In male zebra finches, the premotor nucleus HVC is responsible for the precise control of song tempo. Current computational models of HVC rely on synfire chains, a purely feedforward network model that can account for HVC sequential activity. Synfire chains are however

ePoster · Computational Neuroscience

Neural control of vocal interactions in songbirds

Daniela Vallentin · Max Planck Institute for Ornithology

…Therefore, we paired zebra finches with a vocal robot (1Hz call playback) and measured the bird’s call response t

Fri, May 15, 2020 · 13:00 UTC

Seminar · Behavioral Neuroscience