Schedule for: 22w5047 - Dynamical Principles of Biological and Artificial Neural Networks (Online)

Beginning on Sunday, January 9 and ending Friday January 14, 2022

All times in Banff, Alberta time, MST (UTC-7).

Monday, January 10
08:45 - 08:50 Introduction and Welcome (Online)
08:50 - 09:00 Zachary Kilpatrick: Day 1 Intro and Overview (Online)
09:00 - 09:40 Manuel Beiran: Parametric control of flexible timing through low-dimensional neural manifolds (Online)
09:40 - 10:20 Nicholas Watters: Factorization: Connecting structured neural representations to behavioral generalization (Online)
10:20 - 10:25 Virtual Group Photo (Online)
10:25 - 10:40 Break (Online)
10:40 - 11:20 Sara A. Solla: Low dimensional manifolds for neural dynamics (Online)
11:20 - 12:00 Chengcheng Huang: Chaotic dynamics in spatially distributed networks (Online)
12:00 - 13:00 Lunch (Online)
13:00 - 13:40 Tatiana Engel: Latent circuits in recurrent neural networks (Online)
13:40 - 14:20 Ege Altan: Low-dimensional neural manifolds for the control of natural movements (Online)
14:20 - 15:00 Kohitij Kar: Probing the dynamics of object identity representation across visuocortical areas in macaques (Online)
15:00 - 15:20 Break (Online)
15:20 - 16:00 Hannah Choi: Information representation in multi-regional cortical networks (Online)
Tuesday, January 11
08:15 - 08:20 Sue Ann Campbell: Day 2 Intro and Overview (Online)
08:20 - 09:00 Claudia Clopath: Modelling motor learning (Online)
09:00 - 09:40 Francesca Mastrogiuseppe: (UCL) : Quality of internal representation shapes learning performance in feedback neural networks (Online)
09:40 - 10:20 Q&A/Discussion (Online)
10:20 - 10:40 Break
Optional hangout in Gather for those that want to
(Online)
10:40 - 11:20 Leila Wehbe: (Carnegie Mellon) : Reverse engineering representations in real brains using artificial neural networks (Online)
11:20 - 12:00 Maximillian Puelma Touzel: (MILA) : Transients and non-stationarity: Not just 'not yet' and 'not for long' (Online)
12:00 - 13:00 Lunch
Optional hangout in Gather for those that want to
(Online)
13:00 - 13:40 Alex Cayco-Gajic: (ENS) : Capturing the evolution of low-dimensional dynamics in large scale neural recordings with sliceTCA (Online)
13:40 - 14:20 Guillaume Lajoie: (Montreal) : Network-level computational advantages of single-neuron adaptation (Online)
14:20 - 14:40 Break
Optional hangout in Gather for those that want to
(Online)
14:40 - 15:40 Carina Curto: (Penn State), Guillaume Lajoie (Montreal), ChengCheng Huang (Pittsburgh), Leila Wehbe (Carnegie Mellon): Mentorship Panel (Online)
Wednesday, January 12
08:15 - 08:20 Joel Zylberberg: Day 3 Intro and Overview (Online)
08:20 - 09:00 Tatjana Tchumatchenko: (MPI Brain Research) : Mapping the diverse operational regimes in medium-sized spiking networks with biologically plausible connectivity (Online)
09:00 - 09:40 Cristina Savin: (NYU) : Towards a functional perspective on learning dynamics in recurrent circuits (Online)
09:40 - 10:20 Blake Richards: (McGill) : The functional specialization of visual cortex emerges from training parallel pathways with self-supervised predictive learning (Online)
10:20 - 10:40 Break
Optional hangout in Gather for those that want to
(Online)
10:40 - 11:20 Wulfram Gerstner: (EPFL) : Dynamics of memory retrieval in hippocampus (Online)
11:20 - 12:00 Q&A/Discussion (Online)
12:00 - 13:00 Lunch
Optional hangout in Gather for those that want to
(Online)
13:00 - 13:40 Antonio Galves: (Sao Paolo) : How does the brain encode statistical regularities? Rissanen meets von Helmholtz. (Online)
13:40 - 14:20 Alex Huth: (UT Austin) : Mapping timescales of cortical language processing (Online)
14:20 - 15:00 Jason Pina: (York) : Searching for observable signatures of predictive hierarchical learning in neocortex (Online)
15:00 - 16:00 Break and Informal Discussion
Optional hangout in Gather for those that want to.
(Online)
Thursday, January 13
08:15 - 08:20 Alona Fyshe: Day 4 Intro and Overview (Online)
08:20 - 09:00 Andrea E. Martin: (MPI Psycholinguistics) : Human language as a test-case for system properties of neural networks (Online)
09:00 - 09:40 Carina Curto: (Penn State) : Graph rules and topological insights for inhibitory network dynamics (Online)
09:40 - 10:20 Juliana Londono Alvarez: (Penn State) : Modeling central pattern generator circuits with combinatorial threshold linear networks (Online)
10:20 - 10:40 Break
Optional hangout in Gather for those that want to
(Online)
10:40 - 11:20 Q&A/Discussion (Online)
11:20 - 12:00 Wilten Nicola: (Calgary) : Perceptron-like Learning Rules Mediate a Plastic Response to Stressors in Corticotropin-Releasing Hormone Neurons of the Hypothalamus (Online)
12:00 - 13:00 Lunch
Optional hangout in Gather for those that want to
(Online)
13:00 - 13:40 Tahra Eissa: (CU Boulder) : Learning parametric distributions in attractor networks for working memory (Online)
13:40 - 14:20 SueYeon Chung: (Columbia) : Structure, Function, and Learning in Biological and Artificial Neural Networks (Online)
14:20 - 15:20 Break and Informal Discussion
Optional hangout in Gather for those that want to
(Online)