sparse network

Stochastic Collapse: How Gradient Noise Attracts SGD Dynamics Towards Simpler Subnetworks NeurIPS 2023 Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask? NeurIPS 2023 Unmasking the Lottery Ticket Hypothesis: What's Encoded in a Winning Ticket's Mask? ICLR 2023 Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NeurIPS 2022 A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models NeurIPS 2022 Federated Dynamic Sparse Training: Computing Less, Communicating Less, Yet Learning Better AAAI 2022 Learning Bayesian Sparse Networks With Full Experience Replay for Continual Learning CVPR 2022 Mega-NERF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs CVPR 2022 State Transition of Dendritic Spines Improves Learning of Sparse Spiking Neural Networks ICML 2022 Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks NeurIPS 2021 Neural Response Interpretation Through the Lens of Critical Pathways CVPR 2021 Scalable Differential Privacy With Sparse Network Finetuning CVPR 2021 Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks JMLR 2021 Training Adversarially Robust Sparse Networks via Bayesian Connectivity Sampling ICML 2021 Validating the Lottery Ticket Hypothesis with Inertial Manifold Theory NeurIPS 2021 A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits ICML 2020 Fast and Deep Graph Neural Networks AAAI 2020 Finding trainable sparse networks through Neural Tangent Transfer ICML 2020 One-Shot Pruning of Recurrent Neural Networks by Jacobian Spectrum Evaluation ICLR 2020 Winning the Lottery with Continuous Sparsification NeurIPS 2020 Crafting Efficient Neural Graph of Large Entropy IJCAI 2019 SNIP: SINGLE-SHOT NETWORK PRUNING BASED ON CONNECTION SENSITIVITY ICLR 2019 Deep Rewiring: Training very sparse deep networks ICLR 2018 NestedNet: Learning Nested Sparse Structures in Deep Neural Networks CVPR 2018 Symmetric Non-negative Latent Factor Models for Undirected Large Networks IJCAI 2017