Search Results for author: Isabeau Prémont-Schwarz

Found 6 papers, 1 papers with code

SNAP: Stopping Catastrophic Forgetting in Hebbian Learning with Sigmoidal Neuronal Adaptive Plasticity

no code implementations20 Oct 2024 Tianyi Xu, Patrick Zheng, Shiyan Liu, Sicheng Lyu, Isabeau Prémont-Schwarz

Artificial Neural Networks (ANNs) suffer from catastrophic forgetting, where the learning of new tasks causes the catastrophic forgetting of old tasks.

Articulated Animal AI: An Environment for Animal-like Cognition in a Limbed Agent

no code implementations11 Oct 2024 Jeremy Lucas, Isabeau Prémont-Schwarz

This paper presents the Articulated Animal AI Environment for Animal Cognition, an enhanced version of the previous AnimalAI Environment.

Are Grid Cells Hexagonal for Performance or by Convenience?

no code implementations11 Oct 2024 Taahaa Mir, Peipei Yao, Kateri Duranceau, Isabeau Prémont-Schwarz

This paper investigates whether the hexagonal structure of grid cells provides any performance benefits or if it merely represents a biologically convenient configuration.

A Simple Guard for Learned Optimizers

no code implementations28 Jan 2022 Isabeau Prémont-Schwarz, Jaroslav Vítků, Jan Feyereisl

Even if learned optimizers (L2Os) eventually outpace hand-crafted ones in practice however, they are still not provably convergent and might fail out of distribution.

Recurrent Ladder Networks

no code implementations NeurIPS 2017 Isabeau Prémont-Schwarz, Alexander Ilin, Tele Hotloo Hao, Antti Rasmus, Rinu Boney, Harri Valpola

We propose a recurrent extension of the Ladder networks whose structure is motivated by the inference required in hierarchical latent variable models.

Music Modeling

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