Search Results for author: Yunheng Shen

Found 5 papers, 0 papers with code

ChatPattern: Layout Pattern Customization via Natural Language

no code implementations15 Mar 2024 Zixiao Wang, Yunheng Shen, Xufeng Yao, Wenqian Zhao, Yang Bai, Farzan Farnia, Bei Yu

Existing works focus on fixed-size layout pattern generation, while the more practical free-size pattern generation receives limited attention.

Language Modelling Large Language Model

On the Evaluation of Generative Models in Distributed Learning Tasks

no code implementations18 Oct 2023 Zixiao Wang, Farzan Farnia, Zhenghao Lin, Yunheng Shen, Bei Yu

First, we focus on the Fr\'echet inception distance (FID) and consider the following FID-based aggregate scores over the clients: 1) FID-avg as the mean of clients' individual FID scores, 2) FID-all as the FID distance of the trained model to the collective dataset containing all clients' data.

Avg Federated Learning

FedLPA: Personalized One-shot Federated Learning with Layer-Wise Posterior Aggregation

no code implementations30 Sep 2023 Xiang Liu, Liangxi Liu, Feiyang Ye, Yunheng Shen, Xia Li, Linshan Jiang, Jialin Li

Efficiently aggregating trained neural networks from local clients into a global model on a server is a widely researched topic in federated learning.

Federated Learning

Federated Learning with Classifier Shift for Class Imbalance

no code implementations11 Apr 2023 Yunheng Shen, Haoxiang Wang, Hairong Lv

Federated learning aims to learn a global model collaboratively while the training data belongs to different clients and is not allowed to be exchanged.

Federated Learning

DiffPattern: Layout Pattern Generation via Discrete Diffusion

no code implementations23 Mar 2023 Zixiao Wang, Yunheng Shen, Wenqian Zhao, Yang Bai, Guojin Chen, Farzan Farnia, Bei Yu

Deep generative models dominate the existing literature in layout pattern generation.

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