Xingyu Zheng
5 papers · 2024–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🗺️
Taxonomy Completionist
(14)
🏆
Grand Slam
Venues
Top co-authors
Research topics
Keywords
image generation
(2)
diffusion model
(2)
model quantization
(2)
weight binarization
(2)
efficient computing
(1)
feature space
(1)
hessian matrix
(1)
low-rank representation
(1)
generalization
(1)
lora fine-tuning
(1)
prediction error
(1)
weight quantization
(1)
neural network binarization
(1)
storage reduction
(1)
language model compression
(1)
training dataset
(1)
information retention
(1)
first-order gradient
(1)
kernel similarity
(1)
quantization error compensation
(1)
Papers
First-Order Error Matters: Accurate Compensation for Quantized Large Language Models
AAAI 2026
BinaryDM: Accurate Weight Binarization for Efficient Diffusion Models
ICLR 2025
PEAKS: Selecting Key Training Examples Incrementally via Prediction Error Anchored by Kernel Similarity
ICML 2025
Accurate LoRA-Finetuning Quantization of LLMs via Information Retention
ICML 2024
BiDM: Pushing the Limit of Quantization for Diffusion Models
NeurIPS 2024