Search Results for author: Han Tian

Found 6 papers, 1 papers with code

PackVFL: Efficient HE Packing for Vertical Federated Learning

no code implementations1 May 2024 Liu Yang, Shuowei Cai, Di Chai, Junxue Zhang, Han Tian, Yilun Jin, Kun Guo, Kai Chen, Qiang Yang

To this core, we propose PackVFL, an efficient VFL framework based on packed HE (PackedHE), to accelerate the existing HE-based VFL algorithms.

Towards Fair and Efficient Learning-based Congestion Control

1 code implementation4 Mar 2024 Xudong Liao, Han Tian, Chaoliang Zeng, Xinchen Wan, Kai Chen

We present Astraea, a new learning-based congestion control that ensures fast convergence to fairness with stability.

Fairness

Domain-specific Communication Optimization for Distributed DNN Training

no code implementations16 Aug 2020 Hao Wang, Jingrong Chen, Xinchen Wan, Han Tian, Jiacheng Xia, Gaoxiong Zeng, Weiyan Wang, Kai Chen, Wei Bai, Junchen Jiang

Communication overhead poses an important obstacle to distributed DNN training and draws increasing attention in recent years.

Scheduling

Quantifying the Performance of Federated Transfer Learning

no code implementations30 Dec 2019 Qinghe Jing, Weiyan Wang, Junxue Zhang, Han Tian, Kai Chen

The scarcity of data and isolated data islands encourage different organizations to share data with each other to train machine learning models.

Transfer Learning

Paper2vec: Citation-Context Based Document Distributed Representation for Scholar Recommendation

no code implementations20 Mar 2017 Han Tian, Hankz Hankui Zhuo

Inspired by distributed representations of words in the literature of natural language processing, we propose a novel approach to measuring the similarity of papers based on distributed representations learned from the citation context of papers.

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