structured sparsity

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction ACL 2026 Learnable Permutation for Structured Sparsity on Transformer Models AAAI 2026 LoGIC: Multi-LoRA Guided Importance Consensus for Multi-Task Pruning in Vision Transformers AAAI 2026 Neural Differentiation in Deep Networks: A Theoretical Framework for Expressivity and Representational Diversity CVPR 2026 Pip-Stereo: Progressive Iterations Pruner for Iterative Optimization based Stereo Matching CVPR 2026 SCOPE: Boosting LLM Efficiency with Scoped Position Encoding ACL 2026 Consensus-Guided Incomplete Multi-view Clustering via Cross-view Affinities Learning IJCAI 2025 GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference IJCNLP 2025 Information Theoretic Pruning of Coupled Channels in Deep Neural Networks WACV 2025 SwiftPrune: Hessian-Free Weight Pruning for Large Language Models EMNLP 2025 DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism NeurIPS 2024 Dynamic Sparse Training with Structured Sparsity ICLR 2024 Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity AISTATS 2024 Learn To be Efficient: Build Structured Sparsity in Large Language Models NeurIPS 2024 S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity NeurIPS 2024 SAS: Structured Activation Sparsification ICLR 2024 SpaFL: Communication-Efficient Federated Learning With Sparse Models And Low Computational Overhead NeurIPS 2024 The Non-Overlapping Statistical Approximation to Overlapping Group Lasso JMLR 2024 WRP: Weight Recover Prune for Structured Sparsity ACL 2024 Boost Transformer-based Language Models with GPU-Friendly Sparsity and Quantization ACL 2023 Encoding Domain Knowledge in Multi-view Latent Variable Models: A Bayesian Approach with Structured Sparsity AISTATS 2023 LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification ICLR 2023 STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition ICML 2023 Structured Sparsity Learning for Efficient Video Super-Resolution CVPR 2023 SUBP: Soft Uniform Block Pruning for 1×N Sparse CNNs Multithreading Acceleration NeurIPS 2023