Shaoyi Huang

ACE: Exploring Activation Variance for Accurate and Calibration-Efficient LLM Pruning

Layer-wise dynamic rank for compressing large language models

KerZOO: Kernel Function Informed Zeroth-Order Optimization for Accurate and Accelerated LLM Fine-Tuning

PEL-NAS: Search Space Partitioned Architecture Prompt Co-evolutionary LLM-driven Hardware-Aware Neural Architecture Search

Towards Fast LLM Fine-tuning through Zeroth-Order Optimization with Projected Gradient-Aligned Perturbations

End-to-End On-Device Quantization-Aware Training for LLMs at Inference Cost

Enhanced Long LoRA Inspired Perceiver Architectures for Auto-Regressive Language Modeling

GROOT: Graph Edge Re-growth and Partitioning for the Verification of Large Designs in Logic Synthesis