Minghui Chen
Minghui Chen
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Can Textual Gradient Work in Federated Learning?
Recent studies highlight the promise of LLM-based prompt optimization, especially with TextGrad, which automates …
Minghui Chen
,
Ruinan Jin
,
Wenlong Deng
,
Yuanyuan Chen
,
Zhi Huang
,
Han Yu
,
Xiaoxiao Li
PDF
Code
Revisiting Delta-Parameter Pruning For Fine-Tuned Models
Storing open-source fine-tuned models separately introduces redundancy and increases response times in applications utilizing multiple …
Wenlong Deng
,
Yize Zhao
,
Vala Vakilian
,
Minghui Chen
,
Xiaoxiao Li
,
Christos Thrampoulidis
PDF
Code
Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning
Federated learning (FL) is a learning paradigm that enables collaborative training of models using decentralized data. Recently, the …
Minghui Chen
,
Meirui Jiang
,
Xin Zhang
,
Qi Dou
,
Zehua Wang
,
Xiaoxiao Li
PDF
Code
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification
In the era of Foundation Models’ (FMs) rising prominence in AI, our study addresses the challenge of biases in medical images …
Ruinan Jin
,
Wenlong Deng
,
Minghui Chen
,
Xiaoxiao Li
PDF
Code
Forgettable Federated Linear Learning with Certified Data Removal
Federated learning (FL) is a trending distributed learning framework that enables collaborative model training without data sharing. …
Ruinan Jin
,
Minghui Chen
,
Qiong Zhang
,
Xiaoxiao Li
PDF
Code
FedSoup: Improving Generalization and Personalization in Federated Learning via Selective Model Interpolation
Cross-silo federated learning (FL) enables the development of machine learning models on datasets distributed across data centers such …
Minghui Chen
,
Meirui Jiang
,
Qi Dou
,
Zehua Wang
,
Xiaoxiao Li
PDF
Cite
Code
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization
Invariance to diverse types of image corruption, such as noise, blurring, or colour shifts, is essential to establish robust models in …
Minghui Chen
,
Cheng Wen
,
Feng Zheng
,
Fengxiang He
,
Ling Shao
PDF
Cite
Benchmarks for Corruption Invariant Person Re-Identification
When deploying person re-identification (ReID) model in safety-critical applications, it is pivotal to understanding the robustness of …
Minghui Chen
,
Zhiqiang Wang
,
Feng Zheng
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