PPaperPicks

Ngai Wong

University of Hong Kong, Department of Electrical and Electronic Engineering, Hong Kong

26 papers at tracked venues · 14 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-3026-0108 ↗Google Scholar ↗Homepage ↗

Venues

EMNLP ×6ACL ×5ICML ×3IJCAI ×3NAACL ×2AAAI ×1ACM MM ×1CVPR ×1ECCV ×1ICCV ×1ICLR ×1NeurIPS ×1

Frequent coauthors

Binxiao Huang
×8
Zhengwu Liu
×5
Taiqiang Wu
×5
Jason Chun Lok Li
×5
Hengyuan Zhang
×4
Chaofan Tao
×4
Jing Xiong
×4
Hayden Kwok-Hay So
×4
Wenyong Zhou
×3
Xiao Liang
×3
Yujiu Yang
×3
Yuxin Cheng
×3

Papers

  1. D-QRELO: Training- and Data-Free Delta Compression for Large Language Models via Quantization and Residual Low-Rank Approximation
    ACL 2026 ·
    Junlin Li
    ,
    Shuangyong Song
    ,
    Guodong Du
    , Ngai Wong,
    Xuebo Liu
    ,
    Yongxiang Li
    ,
    Min Zhang
    ,
    Jing Li
    ,
    Xuelong Li
  2. Exploring Layer-wise Information Effectiveness for Post-Training Quantization in Small Language Models
    ACL 2026 ·
    He Xiao
    ,
    Qingyao Yang
    ,
    Dirui Xie
    ,
    Wendong Xu
    ,
    Zunhai Su
    ,
    Runming Yang
    ,
    Haobo Liu
    ,
    Wenyong Zhou
    ,
    Zhengwu Liu
    , Ngai Wong
  3. Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation
    ACL 2026 ·
    Hengyuan Zhang
    ,
    Shiping Yang
    ,
    Xiao Liang
    ,
    Chenming Shang
    ,
    Yuxuan Jiang
    ,
    Chaofan Tao
    ,
    Jing Xiong
    ,
    Hayden Kwok-Hay So
    ,
    Ruobing Xie
    ,
    Angel X. Chang
    , Ngai Wong
  4. Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models
    ACL 2026 ·
    Hengyuan Zhang
    ,
    Zhihao Zhang
    ,
    Ercong Nie
    ,
    Mingyang Wang
    ,
    Zunhai Su
    ,
    Yiwei Wang
    ,
    Qianli Wang
    ,
    Shuzhou Yuan
    ,
    Xufeng Duan
    ,
    Qibo Xue
    ,
    Zeping Yu
    ,
    Chenming Shang
    ,
    Xiao Liang
    ,
    Jing Xiong
    ,
    Hui Shen
    ,
    Chaofan Tao
    ,
    Zhengwu Liu
    ,
    Senjie Jin
    ,
    Zhiheng Xi
    ,
    Dongdong Zhang
    ,
    Sophia Ananiadou
    ,
    Tao Gui
    ,
    Ruobing Xie
    ,
    Hayden Kwok-Hay So
    ,
    Hinrich Schütze
    ,
    Xuanjing Huang
    ,
    Qi Zhang
    , Ngai Wong
  5. Revisiting Model Interpolation for Efficient Reasoning
    ACL 2026 ·
    Taiqiang Wu
    ,
    Runming Yang
    ,
    Tao Liu
    ,
    Jiahao Wang
    , Ngai Wong
  6. DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables
    CVPR 2025 ·
    Sidi Yang
    ,
    Binxiao Huang
    ,
    Yulun Zhang
    ,
    Dahai Yu
    ,
    Yujiu Yang
    , Ngai Wong
  7. GuiLoMo: Allocating Experts and Ranks for LoRA-MoE via Bilevel Optimization with GuidedSelection Vectors
    EMNLP 2025 ·
    Xinrong Chen
    ,
    Hengyuan Zhang
    ,
    Yingmin Qiu
    ,
    Xiao Liang
    ,
    Ziyue Li
    ,
    Guanyu Wang
    ,
    Weiping Li
    ,
    Tong Mo
    ,
    Hayden Kwok-Hay So
    , Ngai Wong
  8. Hybrid Mesh-Gaussian Representation for Efficient Indoor Scene Reconstruction
    IJCAI 2025 ·
    Binxiao Huang
    ,
    Zhihao Li
    ,
    Shiyong Liu
    ,
    Xiao Tang
    ,
    Jiajun Tang
    ,
    Jiaqi Lin
    ,
    Yuxin Cheng
    ,
    Zhenyu Chen
    ,
    Xiaofei Wu
    , Ngai Wong
  9. KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation
    EMNLP 2025 ·
    Ziyi Guan
    ,
    Jason Chun Lok Li
    ,
    Zhijian Hou
    ,
    Pingping Zhang
    ,
    Donglai Xu
    ,
    Yuzhi Zhao
    ,
    Mengyang Wu
    ,
    Jinpeng Chen
    ,
    Thanh-Toan Nguyen
    ,
    Pengfei Xian
    ,
    Wenao Ma
    ,
    Shengchao Qin
    ,
    Graziano Chesi
    , Ngai Wong
  10. Nonparametric Teaching for Graph Property Learners
    ICML 2025 ·
    Chen Zhang
    ,
    Weixin Bu
    ,
    Zeyi Ren
    ,
    Zhengwu Liu
    ,
    Yik-Chung Wu
    , Ngai Wong
  11. ParallelComp: Parallel Long-Context Compressor for Length Extrapolation
    ICML 2025 ·
    Jing Xiong
    ,
    Jianghan Shen
    ,
    Chuanyang Zheng
    ,
    Zhongwei Wan
    ,
    Chenyang Zhao
    ,
    Chiwun Yang
    ,
    Fanghua Ye
    ,
    Hongxia Yang
    ,
    Lingpeng Kong
    , Ngai Wong
  12. Perspective-Aware 3D Gaussian Inpainting with Multi-View Consistency
    ICCV 2025 ·
    Yuxin Cheng
    ,
    Binxiao Huang
    ,
    Taiqiang Wu
    ,
    Wenyong Zhou
    ,
    Chenchen Ding
    ,
    Zhengwu Liu
    ,
    Graziano Chesi
    , Ngai Wong
  13. Poisoning-based Backdoor Attacks for Arbitrary Target Label with Positive Triggers
    IJCAI 2025 ·
    Binxiao Huang
    , Ngai Wong
  14. QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models
    EMNLP 2025 ·
    Jiajun Zhou
    ,
    Yifan Yang
    ,
    Kai Zhen
    ,
    Ziyue Liu
    ,
    Yequan Zhao
    ,
    Ershad Banijamali
    ,
    Athanasios Mouchtaris
    , Ngai Wong,
    Zheng Zhang
  15. Re-Activating Frozen Primitives for 3D Gaussian Splatting
    ACM MM 2025 ·
    Yuxin Cheng
    ,
    Binxiao Huang
    ,
    Wenyong Zhou
    ,
    Taiqiang Wu
    ,
    Zhengwu Liu
    ,
    Graziano Chesi
    , Ngai Wong
  16. TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review
    EMNLP 2025 ·
    Yuan Chang
    ,
    Ziyue Li
    ,
    Hengyuan Zhang
    ,
    Yuanbo Kong
    ,
    Yanru Wu
    ,
    Hayden Kwok-Hay So
    ,
    Zhijiang Guo
    ,
    Liya Zhu
    , Ngai Wong
  17. UNComp: Can Matrix Entropy Uncover Sparsity? - A Compressor Design from an Uncertainty-Aware Perspective
    EMNLP 2025 ·
    Jing Xiong
    ,
    Jianghan Shen
    ,
    Fanghua Ye
    ,
    Chaofan Tao
    ,
    Zhongwei Wan
    ,
    Jianqiao Lu
    ,
    Xun Wu
    ,
    Chuanyang Zheng
    ,
    Zhijiang Guo
    ,
    Min Yang
    ,
    Lingpeng Kong
    , Ngai Wong
  18. ASMR: Activation-Sharing Multi-Resolution Coordinate Networks for Efficient Inference
    ICLR 2024 ·
    Jason Chun Lok Li
    ,
    Steven Tin Sui Luo
    ,
    Le Xu
    , Ngai Wong
  19. Hundred-Kilobyte Lookup Tables for Efficient Single-Image Super-Resolution
    IJCAI 2024 ·
    Binxiao Huang
    ,
    Jason Chun Lok Li
    ,
    Jie Ran
    ,
    Boyu Li
    ,
    Jiajun Zhou
    ,
    Dahai Yu
    , Ngai Wong
  20. Learning Spatially Collaged Fourier Bases for Implicit Neural Representation
    AAAI 2024 ·
    Jason Chun Lok Li
    ,
    Chang Liu
    ,
    Binxiao Huang
    , Ngai Wong
  21. LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models
    NAACL 2024 ·
    Yifan Yang
    ,
    Jiajun Zhou
    , Ngai Wong,
    Zheng Zhang
  22. Mixture-of-Subspaces in Low-Rank Adaptation
    EMNLP 2024 ·
    Taiqiang Wu
    ,
    Jiahao Wang
    ,
    Zhe Zhao
    , Ngai Wong
  23. Nonparametric Teaching of Implicit Neural Representations
    ICML 2024 ·
    Chen Zhang
    ,
    Steven Tin Sui Luo
    ,
    Jason Chun Lok Li
    ,
    Yik-Chung Wu
    , Ngai Wong
  24. Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies
    NeurIPS 2024 ·
    Chaofan Tao
    ,
    Qian Liu
    ,
    Longxu Dou
    ,
    Niklas Muennighoff
    ,
    Zhongwei Wan
    ,
    Ping Luo
    ,
    Min Lin
    , Ngai Wong
  25. Taming Lookup Tables for Efficient Image Retouching
    ECCV 2024 ·
    Sidi Yang
    ,
    Binxiao Huang
    ,
    Mingdeng Cao
    ,
    Yatai Ji
    ,
    Hanzhong Guo
    , Ngai Wong,
    Yujiu Yang
  26. Weight-Inherited Distillation for Task-Agnostic BERT Compression
    NAACL 2024 ·
    Taiqiang Wu
    ,
    Cheng Hou
    ,
    Shanshan Lao
    ,
    Jiayi Li
    , Ngai Wong,
    Zhe Zhao
    ,
    Yujiu Yang