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Soft Label Pruning and Quantization for Large-Scale Dataset Distillation featured image

Soft Label Pruning and Quantization for Large-Scale Dataset Distillation

*IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026*

lingao-xiao

• Feb 13, 2026 • 1 min read

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

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

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