Search Results for author: Lyle Muller

Found 6 papers, 1 papers with code

Transformers and Cortical Waves: Encoders for Pulling In Context Across Time

no code implementations25 Jan 2024 Lyle Muller, Patricia S. Churchland, Terrence J. Sejnowski

The capabilities of transformer networks such as ChatGPT and other Large Language Models (LLMs) have captured the world's attention.

Sentence

Traveling Waves Encode the Recent Past and Enhance Sequence Learning

1 code implementation3 Sep 2023 T. Anderson Keller, Lyle Muller, Terrence Sejnowski, Max Welling

Traveling waves of neural activity have been observed throughout the brain at a diversity of regions and scales; however, their precise computational role is still debated.

Sequential Image Classification

A unified framework of metastability in neuroscience

no code implementations9 May 2023 Kalel L. Rossi, Roberto C. Budzinski, Everton S. Medeiros, Bruno R. R. Boaretto, Lyle Muller, Ulrike Feudel

Neural activity typically follows a series of transitions between well-defined states, in a regime generally called metastability.

An Optimally Weighted Echo State Neural Network for Highly Chaotic Time Series Modelling

no code implementations29 Sep 2021 Gianfranco Bino, Gabriel Bruno Benigno, Lyle Muller, Shantanu Basu

We demonstrate the development and implementation of a series of echo state neural networks in conjunction with optimal weighted averaging to produce robust, model-free predictions of highly chaotic time series.

Time Series Time Series Analysis

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