sparse training

A Unified Self-Regulating Training Framework for Federated Deep Reinforcement Learning AAAI 2026 CL-Guard: Defending DNNs Against Backdoors via Fine-Grained Neuron Analysis and Collaborative Dual-Network Learning AAAI 2026 Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025 An Efficient and Accurate Dynamic Sparse Training Framework Based on Parameter-Freezing AAAI 2025 Are Spatial-Temporal Graph Convolution Networks for Human Action Recognition Over-Parameterized? CVPR 2025 Dynamic Sparse Training of Diagonally Sparse Networks ICML 2025 Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025 EVOS: Efficient Implicit Neural Training via EVOlutionary Selector CVPR 2025 Improving the Sparse Structure Learning of Spiking Neural Networks from the View of Compression Efficiency ICLR 2025 MAST: model-agnostic sparsified training ICLR 2025 Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025 Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models ACL 2025 Sparse Training from Random Initialization: Aligning Lottery Ticket Masks using Weight Symmetry ICML 2025 Sparsity May Be All You Need: Sparse Random Parameter Adaptation EMNLP 2025 SparsyFed: Sparse Adaptive Federated Learning ICLR 2025 A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training NeurIPS 2024 DSD²: Can We Dodge Sparse Double Descent and Compress the Neural Network Worry-Free? AAAI 2024 Epitopological learning and Cannistraci-Hebb network shape intelligence brain-inspired theory for ultra-sparse advantage in deep learning ICLR 2024 Exploring the Benefit of Activation Sparsity in Pre-training ICML 2024 In value-based deep reinforcement learning, a pruned network is a good network ICML 2024 Masks, Signs, And Learning Rate Rewinding ICLR 2024 MaxQ: Multi-Axis Query for N:M Sparsity Network CVPR 2024 MSRS: Training Multimodal Speech Recognition Models from Scratch with Sparse Mask Optimization Interspeech 2024 NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models ACL 2024 Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression CVPR 2024