WUSPruner: Second-Moment-Optimal Transforms for Structured Pruning

arXiv:2610.15394 · cs.LG · Submitted 2026-10-11 · Read on arXiv

cs.LG

Submitted: 2026-10-11

Updated: 2026-10-11

Terminology

• Pruning — 1× in this paper · explained in 4 episodes

Sources

• Fluctuation-based Adaptive Structured Pruning for Large Language Models
• Program Synthesis with Large Language Models
• One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning
• WUSH: Near-Optimal Adaptive Transforms for LLM Quantization
• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
• Training Verifiers to Solve Math Word Problems
• The Llama 3 Herd of Models
• LoRA+: Efficient Low Rank Adaptation of Large Models
• LoRA: Low-Rank Adaptation of Large Language Models
• Tulu 3: Pushing Frontiers in Open Language Model Post-Training
• LLM-Pruner: On the Structural Pruning of Large Language Models
• DarwinLM: Evolutionary Structured Pruning of Large Language Models
• SlimQwen: Exploring the Pruning and Distillation in Large MoE Model Pre-training
• SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression
• Qwen3 Technical Report
• ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models
• GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection

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