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neural network expressivity

9 papers

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Co-occurring keywords

neural network (6616) dormant neuron (2) approximation theory (77) graph neural network (3962) learning dynamics (75) fixed point (30) mixing network (3) value factorization (10) weight transfer (9) arithmetic circuit (14)

Papers

Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics NIPS 2024
The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization NIPS 2024
Lower Bounds on the Expressivity of Recurrent Neural Language Models NAACL 2024
Graph Neural Networks and Arithmetic Circuits NIPS 2024
The Dormant Neuron Phenomenon in Deep Reinforcement Learning ICML 2023
MAG-GNN: Reinforcement Learning Boosted Graph Neural Network NIPS 2023
Expressivity of Neural Networks via Chaotic Itineraries beyond Sharkovsky’s Theorem AISTATS 2022
Neural Networks with Small Weights and Depth-Separation Barriers NIPS 2020
Complexity of Linear Regions in Deep Networks ICML 2019