Shih-Yang Liu

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 11

Top Topics

Significant Bit

Student Engagement

Uniform Quantization

Top Venues

Publications

Xijie Huang, Zechun Liu, Shih-Yang Liu, Kwang-Ting Cheng
RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization. CoRR (2024)
Pingcheng Dong, Yonghao Tan, Dong Zhang, Tianwei Ni, Xuejiao Liu, Yu Liu, Peng Luo, Luhong Liang, Shih-Yang Liu, Xijie Huang, Huaiyu Zhu, Yun Pan, Fengwei An, Kwang-Ting Cheng
Genetic Quantization-Aware Approximation for Non-Linear Operations in Transformers. CoRR (2024)
Shih-Yang Liu, Chien-Yi Wang, Hongxu Yin, Pavlo Molchanov, Yu-Chiang Frank Wang, Kwang-Ting Cheng, Min-Hung Chen
DoRA: Weight-Decomposed Low-Rank Adaptation. CoRR (2024)
Xijie Huang, Zechun Liu, Shih-Yang Liu, Kwang-Ting Cheng
Efficient Quantization-aware Training with Adaptive Coreset Selection. CoRR (2023)
Shih-Yang Liu, Zechun Liu, Xijie Huang, Pingcheng Dong, Kwang-Ting Cheng
LLM-FP4: 4-Bit Floating-Point Quantized Transformers. CoRR (2023)
Chi-Hsuan Wu, Shih-Yang Liu, Xijie Huang, Xingbo Wang, Rong Zhang, Luca Minciullo, Wong Kai Yiu, Kenny Kwan, Kwang-Ting Cheng
CMOSE: Comprehensive Multi-Modality Online Student Engagement Dataset with High-Quality Labels. CoRR (2023)
Shih-Yang Liu, Zechun Liu, Kwang-Ting Cheng
Oscillation-free Quantization for Low-bit Vision Transformers. ICML (2023)
Shih-Yang Liu, Zechun Liu, Xijie Huang, Pingcheng Dong, Kwang-Ting Cheng
LLM-FP4: 4-Bit Floating-Point Quantized Transformers. EMNLP (2023)
Shih-Yang Liu, Zechun Liu, Kwang-Ting Cheng
Oscillation-free Quantization for Low-bit Vision Transformers. CoRR (2023)
Haoren Zhu, Shih-Yang Liu, Pengfei Zhao, Yingying Chen, Dik Lun Lee
Forecasting Asset Dependencies to Reduce Portfolio Risk. AAAI (2022)
Shih-Yang Liu, Hsien-Hao Chen, Chih-Ming Chen, Ming-Feng Tsai, Chuan-Ju Wang
IPR: Interaction-level Preference Ranking for Explicit feedback. SIGIR (2022)