conftrace_

sparse neural network

45 papers

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Also known as

SNN

Co-occurring keywords

model compression (3302) neural network pruning (265) network pruning (183) lottery ticket hypothesis (104) neural network optimization (1293) neural network (6616) convolutional neural network (4226) dynamic sparse training (13) model pruning (237) model sparsity (17)

Papers

Distillation-Guided Structural Transfer for Continual Learning Beyond Sparse Distributed Memory AAAI 2026
SparseAlign: a Fully Sparse Framework for Cooperative Object Detection CVPR 2025
OptiPrune: Effective Pruning Approach for Every Target Sparsity COLING 2025
Supervised Feature Selection via Ensemble Gradient Information from Sparse Neural Networks AISTATS 2024
Sparse maximal update parameterization: A holistic approach to sparse training dynamics NIPS 2024
Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior Inference ICML 2023
Balanced Training for Sparse GANs NIPS 2023
Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training CVPR 2023
spred: Solving L1 Penalty with SGD ICML 2023
Why Random Pruning Is All We Need to Start Sparse ICML 2023
Learning Activation Functions for Sparse Neural Networks AUTOML 2023
CSTAR: Towards Compact and Structured Deep Neural Networks with Adversarial Robustness AAAI 2023
The Emergence of Essential Sparsity in Large Pre-trained Models: The Weights that Matter NIPS 2023
Model-Based Control with Sparse Neural Dynamics NIPS 2023
Does a sparse ReLU network training problem always admit an optimum ? NIPS 2023
Norm-based Generalization Bounds for Sparse Neural Networks NIPS 2023
Locally Sparse Neural Networks for Tabular Biomedical Data ICML 2022
Universality of Winning Tickets: A Renormalization Group Perspective ICML 2022
Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win AAAI 2022
Gradient and Mangitude Based Pruning for Sparse Deep Neural Networks AAAI 2022
The State of Sparse Training in Deep Reinforcement Learning ICML 2022
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks ICML 2022
How Well Do Sparse ImageNet Models Transfer? CVPR 2022
A Theoretical View on Sparsely Activated Networks NIPS 2022
A Bregman Learning Framework for Sparse Neural Networks JMLR 2022