Ngai, Edith C. H.

6 publications

ICLR 2026 On-the-Fly Adaptation to Quantization: Configuration-Aware LoRA for Efficient Fine-Tuning of Quantized LLMs Rongguang Ye, Ming Tang, Edith C. H. Ngai

ICLR 2026 Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match Jinze Li, Yixing Xu, Guanchen Li, Shuo Yang, Jinfeng Xu, Xuanwu Yin, Dong Li, Edith C. H. Ngai, Emad Barsoum

IJCAI 2025 Exploring Multimodal Foundation AI and Expert-in-the-Loop for Sustainable Management of Wild Salmon Fisheries in Indigenous Rivers Chi Xu, Yili Jin, Sami Ma, Rongsheng Qian, Hao Fang, Jiangchuan Liu, Xue Liu, Edith C. H. Ngai, William I. Atlas, Katrina M. Connors, Mark A. Spoljaric

ICML 2025 Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding Jinze Li, Yixing Xu, Haiduo Huang, Xuanwu Yin, Dong Li, Edith C. H. Ngai, Emad Barsoum

AAAI 2025 MENTOR: Multi-Level Self-Supervised Learning for Multimodal Recommendation Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Edith C. H. Ngai

ICLR 2024 Internal Cross-Layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning Yun-Hin Chan, Rui Zhou, Running Zhao, Zhihan Jiang, Edith C. H. Ngai