Adversarial and Implicit Modality Imputation with Applications to Depression Early Detection. - Yuzhou Nie; Chengyue Huang; Hailun Liang; Hongteng Xu (CICAI (2), 2022)

Learning to Learn by Jointly Optimizing Neural Architecture and Weights. - Yadong Ding; Yu Wu 011; Chengyue Huang; Siliang Tang; Yi Yang 001; Longhui Wei; Yueting Zhuang; Qi Tian 001 (CVPR, 2022)

From Local to Global: Spectral-Inspired Graph Neural Networks. - Ningyuan Huang; Soledad Villar; Carey E. Priebe; Da Zheng 004; Chengyue Huang; Lin Yang 011; Vladimir Braverman (CoRR, 2022)

NAP: Neural architecture search with pruning. - Yadong Ding; Yu Wu 011; Chengyue Huang; Siliang Tang; Fei Wu 001; Yi Yang 001; Wenwu Zhu 001; Yueting Zhuang (Neurocomputing, 2022)

Instance Needs More Care: Rewriting Prompts for Instances Yields Better Zero-Shot Performance. - Saurabh Srivastava; Chengyue Huang; Weiguo Fan; Ziyu Yao 002 (CoRR, 2023)

Instances Need More Care: Rewriting Prompts for Instances with LLMs in the Loop Yields Better Zero-Shot Performance. - Saurabh Srivastava; Chengyue Huang; Weiguo Fan; Ziyu Yao 002 (ACL (Findings), 2024)

Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models. - Junjiao Tian; Chengyue Huang; Zsolt Kira (NeurIPS, 2024)

Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison. - Cailian Ruan; Chengyue Huang; Yahe Yang (CoRR, 2024)

FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering. - Chengyue Huang; Brisa Maneechotesuwan; Shivang Chopra; Zsolt Kira (CVPR, 2025)

A Tree-based RAG-Agent Recommendation System: A Case Study in Medical Test Data. - Yahe Yang; Chengyue Huang; Cailian Ruan (ICCAI, 2025)

Directional Gradient Projection for Robust Fine-Tuning of Foundation Models. - Chengyue Huang; Junjiao Tian; Brisa Maneechotesuwan; Shivang Chopra; Zsolt Kira (ICLR, 2025)

Time Series Feature Redundancy Paradox: An Empirical Study Based on Mortgage Default Prediction. - Chengyue Huang; Yahe Yang (CoRR, 2025)

Tree-based RAG-Agent Recommendation System: A Case Study in Medical Test Data. - Yahe Yang; Chengyue Huang (CoRR, 2025)

Mimicking or Reasoning: Rethinking Multi-Modal In-Context Learning in Vision-Language Models. - Chengyue Huang; Yuchen Zhu; Sichen Zhu; Jingyun Xiao; Moises Andrade; Shivang Chopra; Zsolt Kira (CoRR, 2025)