conftrace_

structured sparsity

89 papers

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Co-occurring keywords

model compression (3302) convex optimization (1321) feature selection (649) dictionary learning (277) sparse optimization (246) neural network pruning (265) large language model (13587) group lasso (64) neural network optimization (1293) weight pruning (57)

Papers

SCOPE: Boosting LLM Efficiency with Scoped Position Encoding ACL 2026
From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction ACL 2026
LoGIC: Multi-LoRA Guided Importance Consensus for Multi-Task Pruning in Vision Transformers AAAI 2026
Learnable Permutation for Structured Sparsity on Transformer Models AAAI 2026
Information Theoretic Pruning of Coupled Channels in Deep Neural Networks WACV 2025
GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference IJCNLP 2025
Consensus-Guided Incomplete Multi-view Clustering via Cross-view Affinities Learning IJCAI 2025
SwiftPrune: Hessian-Free Weight Pruning for Large Language Models EMNLP 2025
DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism NIPS 2024
S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity NIPS 2024
WRP: Weight Recover Prune for Structured Sparsity ACL 2024
SpaFL: Communication-Efficient Federated Learning With Sparse Models And Low Computational Overhead NIPS 2024
Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity AISTATS 2024
The Non-Overlapping Statistical Approximation to Overlapping Group Lasso JMLR 2024
Learn To be Efficient: Build Structured Sparsity in Large Language Models NIPS 2024
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$\times$N Sparse CNNs Multithreading Acceleration NIPS 2023
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
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets ICML 2022
A Fast Post-Training Pruning Framework for Transformers NIPS 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022
Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity NAACL 2022
Attentive Fine-Grained Structured Sparsity for Image Restoration CVPR 2022