Paper-Conference

SCOPE: Saliency-Coverage Oriented Token Pruning for Efficient Multimodal LLMs featured image

SCOPE: Saliency-Coverage Oriented Token Pruning for Efficient Multimodal LLMs

*Advances in Neural Information Processing Systems (NeurIPS)*, 2025

jinhong-deng

• Oct 28, 2025 • 1 min read

Training-Free Dataset Pruning for Instance Segmentation featured image

Training-Free Dataset Pruning for Instance Segmentation

*International Conference on Learning Representations (ICLR)*, 2024

yalun-dai

• Apr 1, 2025 • 1 min read

Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding featured image

Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding

*International Conference on Computational Linguistics (COLING)*, 2024

binh-nguyen-nguyen

• Dec 5, 2024 • 1 min read

Are Large-scale Soft Labels Necessary for Large-scale Dataset Distillation? featured image

Are Large-scale Soft Labels Necessary for Large-scale Dataset Distillation?

*Advances in Neural Information Processing Systems (NeurIPS)*, 2024

lingao-xiao

• Dec 1, 2024 • 1 min read

Multisize Dataset Condensation featured image

Multisize Dataset Condensation

*International Conference on Learning Representations (ICLR) Oral*, 2024

Yang He

• May 1, 2024 • 1 min read

Data-independent Module-aware Pruning for Hierarchical Vision Transformers featured image

Data-independent Module-aware Pruning for Hierarchical Vision Transformers

*International Conference on Learning Representations (ICLR)*, 2024

Yang He

• May 1, 2024 • 1 min read

You Only Condense Once: Two Rules for Pruning Condensed Datasets featured image

You Only Condense Once: Two Rules for Pruning Condensed Datasets

*Advances in Neural Information Processing Systems (NeurIPS)*, 2023

Yang He

• Oct 1, 2023 • 1 min read

Learning Filter Pruning Criteria for Deep Convolutional Neural Networks Acceleration featured image

Learning Filter Pruning Criteria for Deep Convolutional Neural Networks Acceleration

*IEEE Conference on Computer Vision and Pattern Recognition (CVPR)*, 2020

Yang He

• Jul 1, 2020 • 1 min read

Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration featured image

Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration

*IEEE Conference on Computer Vision and Pattern Recognition (CVPR Oral), 2019*

Yang He

• May 21, 2019 • 1 min read

Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks featured image

Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks

*International Joint Conference on Artificial Intelligence (IJCAI), 2018*

Yang He

• Jul 1, 2018 • 1 min read